{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "578c6d8e52603a75",
   "metadata": {},
   "source": [
    "# 分析Modelica标准库模型性能"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ec7dcf0b3459bdc",
   "metadata": {},
   "source": [
    "## 1. 读取Modelica标准库模型\n",
    "### 测试使用modelica标准库，中汽仿真软件FMU文件通过JModelica 2.14版本生成，Dymola软件使用2023x版本"
   ]
  },
  {
   "cell_type": "code",
   "id": "8412e98e5cdaeed0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:00:40.501140Z",
     "start_time": "2024-05-15T05:00:40.493137Z"
    }
   },
   "source": [
    "import math\n",
    "import os\n",
    "from dataclasses import dataclass\n",
    "\n",
    "model_txt_path = os.getcwd() + \"/../models.txt\"\n",
    "with open(model_txt_path, \"r\") as f:\n",
    "    model_list = f.readlines()\n",
    "print(\"Modelica标准库模型数量：\", len(model_list))\n",
    "print(\"Modelica标准库模型前10个：\")\n",
    "for i in range(10):\n",
    "    print(model_list[i].strip())"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Modelica标准库模型数量： 264\n",
      "Modelica标准库模型前10个：\n",
      "Modelica.Blocks.Examples.PID_Controller\n",
      "Modelica.Blocks.Examples.Filter\n",
      "Modelica.Blocks.Examples.FilterWithDifferentiation\n",
      "Modelica.Blocks.Examples.FilterWithRiseTime\n",
      "Modelica.Blocks.Examples.SlewRateLimiter\n",
      "Modelica.Blocks.Examples.InverseModel\n",
      "Modelica.Blocks.Examples.ShowLogicalSources\n",
      "Modelica.Blocks.Examples.LogicalNetwork1\n",
      "Modelica.Blocks.Examples.RealNetwork1\n",
      "Modelica.Blocks.Examples.IntegerNetwork1\n"
     ]
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "id": "3917c37044a58962",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:01.173006Z",
     "start_time": "2024-05-15T05:01:01.064306Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "from simulation_analysis.performance_comparison import get_dymola_res, get_zq_res, find_common_models\n",
    "from dymola_res_parser import parse_dymola_results, DymolaResult\n",
    "from zq_res_parser import parse_zq_results, ZQResult\n",
    "\n",
    "analyzed_dir_path = os.getcwd() + \"/../500-500\"\n",
    "dymola_directory = analyzed_dir_path + \"/dymola_res\"\n",
    "zq_directory = analyzed_dir_path + \"/zq_res\"\n",
    "zq_n_directory = analyzed_dir_path + \"/zq_n_res\"\n",
    "common_models = find_common_models(dymola_directory, zq_directory)\n",
    "print(\"都能编译通过的模型数量：\", len(common_models))\n",
    "dymola_results = get_dymola_res(dymola_directory, common_models)\n",
    "zq_results = get_zq_res(zq_directory, common_models)\n",
    "zq_n_results = get_zq_res(zq_n_directory, common_models)"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "都能编译通过的模型数量： 89\n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "id": "e4c380fdc602b39f",
   "metadata": {},
   "source": [
    "## 2. 分析Modelica标准库模型性能\n",
    "### 2.1 分析模型库参数数量分布\n",
    "#### 统计参数数量并画图"
   ]
  },
  {
   "cell_type": "code",
   "id": "570b5853019f37ac",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:06.223968Z",
     "start_time": "2024-05-15T05:01:05.463291Z"
    }
   },
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "# 设置中文字体，这里使用了微软雅黑，你需要确认这个字体在你的系统中是可用的\n",
    "matplotlib.rcParams['font.family'] = 'Microsoft YaHei'  # 设置字体名称\n",
    "matplotlib.rcParams['font.size'] = 10  # 设置字体大小\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False  # 正确显示负号\n",
    "# 统计参数数量，画柱状图，横轴为参数数量，纵轴为模型数量\n",
    "param_num_dict = {}\n",
    "for zq_result in zq_results:\n",
    "    param_num = zq_result.param_num\n",
    "    if param_num in param_num_dict:\n",
    "        param_num_dict[param_num] += 1\n",
    "    else:\n",
    "        param_num_dict[param_num] = 1\n",
    "# 创建列表并过滤模型数量为0的数据\n",
    "param_num_list = [param_num for param_num in sorted(param_num_dict) if param_num_dict[param_num] > 0]\n",
    "param_num_count = [param_num_dict[param_num] for param_num in param_num_list]\n",
    "\n",
    "# 使用过滤后的数据绘制柱状图\n",
    "plt.bar(range(len(param_num_list)), param_num_count, tick_label=param_num_list)  # 使用范围作为x轴\n",
    "plt.xlabel(\"参数数量\")\n",
    "plt.ylabel(\"模型数量\")\n",
    "plt.title(\"Modelica标准库模型参数数量分布\")\n",
    "plt.xticks(rotation=45)  # 旋转x轴标签以提高可读性\n",
    "plt.tight_layout()  # 自动调整子图参数，使之填充整个图像区域\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "id": "5589826a7a0e68c7",
   "metadata": {},
   "source": [
    "#### 可以看出大部分模型的参数都处于6以下，能够编译成功的标准库模型最大参数为37个"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ead91383677cb0d6",
   "metadata": {},
   "source": [
    "### 2.2 分析模型库求解速度的分布\n",
    "#### 统计Dymola求解时间并画图"
   ]
  },
  {
   "cell_type": "code",
   "id": "eaafa0663dcc1ebd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:09.133979Z",
     "start_time": "2024-05-15T05:01:08.998926Z"
    }
   },
   "source": [
    "def custom_sort_key(x):\n",
    "    if 's' in x:\n",
    "        if '+' in x:\n",
    "            return float(x.replace('+s', '')) + 1000\n",
    "        else:\n",
    "            return float(x.split('-')[0])\n",
    "    return float(x)\n",
    "\n",
    "\n",
    "def bucket_time(time):\n",
    "    \"\"\"更细致的时间分桶策略，以确保更均匀的分布。\"\"\"\n",
    "    if time < 0.1:\n",
    "        return '0-0.1s'\n",
    "    elif time < 0.5:\n",
    "        return '0.1-0.5s'\n",
    "    elif time < 1:\n",
    "        return '0.5-1s'\n",
    "    elif time < 2:\n",
    "        return '1-2s'\n",
    "    elif time < 5:\n",
    "        return '2-5s'\n",
    "    elif time < 10:\n",
    "        return '5-10s'\n",
    "    elif time < 20:\n",
    "        return '10-20s'\n",
    "    elif time < 50:\n",
    "        return '20-50s'\n",
    "    elif time < 100:\n",
    "        return '50-100s'\n",
    "    else:\n",
    "        return '100+s'\n",
    "\n",
    "\n",
    "# 初始化时间桶字典，确保每个时间桶都被初始化\n",
    "time_buckets = ['0-0.1s', '0.1-0.5s', '0.5-1s', '1-2s', '2-5s', '5-10s', '10-20s', '20-50s', '50-100s', '100+s']\n",
    "dymola_time_dict = {bucket: 0 for bucket in time_buckets}\n",
    "\n",
    "for dymola_result in dymola_results:\n",
    "    time = dymola_result.cpu_time_integration\n",
    "    bucket = bucket_time(time)\n",
    "    dymola_time_dict[bucket] += 1\n",
    "\n",
    "# 使用排序的时间桶列表和相应的计数进行绘图\n",
    "dymola_time_list = time_buckets\n",
    "dymola_time_count = [dymola_time_dict[bucket] for bucket in dymola_time_list]\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(dymola_time_list, dymola_time_count, color='skyblue')\n",
    "plt.xlabel(\"Dymola求解时间范围\", fontsize=12)\n",
    "plt.ylabel(\"模型数量\", fontsize=12)\n",
    "plt.title(\"Modelica标准库模型Dymola求解时间分布\", fontsize=14)\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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xpnjx4iZ79uzmyJEjTuti3ycvvPCC0/Lo6Gjz0ksvmQwZMpi9e/day9etW2fc3d2NMcZ888031v/XadOmmXz58pkmTZqYRo0aWcf0b7/9ZurXr28++OADs23bNqfXmDZtWpz3fXzL7jRq1CgjyVy5csVpeceOHZ2Os9j/37NmzTKrVq1yurVt29Zp2+DgYCPJTJs2zXps1qxZTYoUKcyCBQsSrOVOv/32m0mXLp2RZBo2bGgOHToUZ5uPPvrISDI//vij03J3d3en9xYAuBqhGwAewO2h2xhjatSoYSSZ/fv3O23322+/GUmmZ8+exhgTJ3TH/jAuVaqUU/iNjo42nTt3dnoNY4y5cOGC8fX1NalSpTIbNmywlkdFRZmOHTtaIe/2H9rvv/++kWQ6depkbt68aS0fOnSokWQCAwOtZYkN3f/884/x9vY2qVKlMsuXL3f6m48fP24iIiKMMcYcPHjQzJw500RHR1vrT58+bdKmTWtSpEhhLl++bC2/dOmS8fT0NJLMsmXLTHBwsPVjP7G32/dVrG+++cZ4enqaffv2GXd390Q/1zfffGM9x+2hOyQkxBw7dsyMGTPGSDJff/21OXbsmPn1119NmTJlzLRp08yxY8ecbhcvXnSqKfakR/fu3c369euNMQ8WumMtWLDASDInTpywljVr1szUq1fPabtHFbovXbpkJJkMGTIYY24df1myZDEeHh4mLCzMads333zT6aRG7HtHkunVq5e1XXBwsEmTJo1xOBwmderUZtOmTda6Tz/91Egy1apVs5ZFRUVZJ0BiA16s/fv3G19fX5MiRQqnsBZf6L6fY9QYY3bv3m3Spk1r8uTJY06fPm0tj32fOBwOs3PnTmPMrZDepUsXI8m0bNnSREVFWdvfK3RHRkaaq1evmgwZMpjFixebw4cPW8fgnWI/R1avXm2dgBo5cqT1WXDx4kUzaNAgp3qNuf/QHV+AHzJkSIKh++rVqyZbtmzG29vbLFu2LM5j7+X48ePWZ+vtx4oxxuzdu9d4eHiYkiVLmu3btzvd3N3dTbt27eIs3759uzl37tx91wEAD4vQDQAP4M7QHRt63nzzTaftXnnlFeNwOMzhw4eNMXFDd6lSpYwk89tvv8V5jUuXLhkfHx+TKlUqc+3aNWOMMZ9//rkVoO90/fp14+3t7fTjODo62mTOnNlkzZrVCsKxwsPDjbu7u8mXL5+1LLGh+9133zWSTJ8+fRK5x5zVr1/fSHJqsfvss8+Mv7+/kWTKli1r/Pz8zI4dO+LdL5LM5MmT7/k6P//8swkNDTV//PGHMeZWC1i3bt2cWse//fZbI8nMmDHDaXloaKj1PLGhe/Xq1caYWyc/smbNaho2bGhtc+DAgXgD4J1OnjxpHA6H8fb2Nrlz5zYeHh5m1apVVui+1+3O0B0VFWUqVqxoypcv77Q8vtB9u+joaJMiRQrz1VdfOS1PTOiOjIw0kkyqVKmsZb169bJaQ2+vLXPmzCZv3rwmJibGGPO/946np6fTPjbm1vtFkmnVqpXT8tDQUKeQb4wxixYtMpJM3bp1461x8ODBRpJ55513rGXxhe6ExHeMxlqyZIlxc3MzpUuXtt5Xse+TNGnSmNKlS5vw8HDTvn17I8l07NjRKdQb87+TLFmzZjW+vr7Gzc3NZM2a1fj4+FjvydjPlYMHDyYqdMd3O3bsmDl48KBxd3c3nTt3dnrc/YbuXbt2mXPnzjnd+vbte8+W7r1795rWrVvf1wk0Ly8vY8ytExc//PCD0/67fPmy1Rvofm+J+dwAgEeNa7oB4BFo0qSJcufOrW+++UajR4+Wt7e3NU1YgwYNlD9//jiPuXHjhvbs2aOMGTPGO9VUunTpVKpUKa1fv1779+9XuXLltHnzZkmKd3qr1KlTq3Dhwtq+fbu17NChQzp37pwCAgKsAbxu5+HhoWPHjskYc1+DcMWOon3n9bvxCQ8P16+//qrNmzfr8OHDOnLkiPbu3Svp1lQ/0q3B5saMGaOWLVvqww8/1Mcff6zBgwfrxRdf1KFDh3T27Fllz5493oHqzp8/r/Tp08dZFxUVpVdeeUW1a9fWnDlzrOUPck137NzUsXN7BwYGKiwsLMH5l+9m7NixKlCggLy9vVW7dm0ZY/Tyyy9r0qRJkm5dMxw7AvWd3nvvPU2ZMsW6Hx0drU6dOmnHjh1xRjaPz86dO7VhwwalSZNGu3bt0s2bN63pxO7HxYsXJUkZM2a0lrVv316ffPKJ5syZY42gvmrVKp07d049evSIc3zly5cvzlRWuXLlkiSnqaQkycfHR2nTptWVK1esZbHvheeeey7eGmvUqKHhw4cnaoC7xByjt2vcuLFGjRqlLFmyWAPuXbp0SdKt0cn79eunp59+WkeOHFFQUJA1Hdid3NzcNH36dK1du1YzZszQ9OnTtWrVKi1atEiStGDBAklyOi5vvza/WbNmmjdvnnV/wYIF1hgNy5Yt03vvvSfp1jR6r7zyiqZOnarAwMC7XlN9NwnNgZ07d+4EHxM7tdzrr7+u6tWrS7o1eGLXrl1Vr149a9DE282aNUt//vmnpFuDA94+5Vp0dLRatWqlI0eOKF26dCpSpIi+/vprp8c//fTT6tChg9Nn3r///mu9PgA8boRuAHgE3N3d9eabb6p///6aOXOmunXrZk0TdvtI2be7ePGijDF3nf86W7ZskmSFjbNnz0pKeAqvO0fcvnDhgqRbQe6LL75I8HUiIyOtAaMS48yZM5KUYDiM9dtvv6lly5Y6efKksmXLpqJFi6po0aK6cuWK9u3bZw2g9vnnn+vy5ctq06aNPvzwQ6VOnVpLly7V8ePH5eHhoYYNGypLlixxpmw6ePCgypQpo88++0wdO3Z0Wrdu3TpdunRJTZs2TfTflZCrV69KkhUSf/zxR924cUN58+aNs2379u3jTFvUrVs3jR8/XqdPn9akSZM0ZMgQKyx98MEH6tatm44ePSpJ9xxp+vaAs2/fPi1atEhff/2105RSklS+fHnt2rVLs2bNUqtWreTm5qbTp09bQSRVqlRq1KiRGjVqdD+7QtKtAeQkqVSpUtayYsWKqUyZMvr5558VFhYmHx8ffffdd3Jzc4t31O/4pmuKnZc8vnmlPTw8rAHspP+dLEno/XPneychiT1G79SvXz9J0oEDBzRo0CArINeoUUPt2rXTjBkz1Llz5wQDt3QrUNavX1/nz59X6tSpVb9+fZ05c0aLFi3SpUuXNG/ePA0fPlzNmzfXyZMnVa9ePX399dfWSbo791OpUqWs9+Ttc7pL0rvvvqvvvvtOQ4YM0ezZs++6TxIyffp0Zc2a1WnZrFmz7jqIYKzq1atboffQoUOSbo3K//rrr8fZ9tdff9WJEyfifZ6uXbtq+fLlGjt2rBYuXChPT894T5ZlyJDBaTnTgwFwJUI3ADwir7/+uoYOHaovv/xSnTt31uTJk5U/f37Vr18/3u1jp+mJnZonPrHhNkOGDJJkBePYMH2n2FAeK/aHZp06dbRy5cr7+GvuLnXq1FZ9CU0VFBkZqZdfflkXLlzQmjVrVLNmTWtdixYttG/fPkm3WhKHDh2qbt26WftEutWqXLRoUf3000/6448/NHPmzDivUbhwYRUrVkzDhg1TmzZtnE4cLFiwQJ6enmrSpInTY86fP+8USE6ePGn99/blfn5+8vX1lSRruqTY+5MmTVJkZKTT88aOSN6pU6c4Iz0XKlRI0q0pw9zc3NSxY0enFspcuXLp33//VdGiRTVhwgRlzpxZMTEx1v3YsDJ//nxt2LDBelzJkiV18uRJqwX+dv369dPYsWPVtm1bvfTSS/L09FTjxo118+ZNGWOUIsWD/wSIHUX7hRdecFrevn17de/eXYsXL1azZs20aNEi1apVy5Z53u/1/rnzvROfxB6j8Tl58qSGDh2qmTNnKmXKlCpXrpzVy+Tzzz/Xzp07NWPGDL388stxRjOPZYzR999/ry1btujatWv6/vvvtXXrVknSmjVr5HA41KNHD6VLl876/+Xv739f89bHKlSokDWSf2hoqHUs349q1arFOdG2ZcuWRIXu2x0+fFiS9NRTT8W7/saNG/Ee07Nnz9bkyZPVqVMn9e7dWwsXLryv1wUAVyF0A8AjkiFDBrVu3VpTpkzRsGHDdObMGY0bNy7Bbts+Pj4qWLCgDh06pF27dsXpuhkWFqY9e/bIx8dHTz/9tKRbIXPZsmXasGGDNYVRrJMnT1qtpbEKFSokDw8Payqy2LD8sEqXLq29e/dq+fLlcebYjvXXX38pJCREDRs2dAozxhir664keXl5qXLlyhowYEC8cwEPHz5c+fPnT7Ar+7Bhw1S/fn19+eWX6tWrlyQpJiZGP/74o+rXr+8U5CXpiy++iLfVv127dk73J0+ebLXCHThwQN7e3taUSrd3d4118OBB9evXT88884zatGkTb61PP/20evbsGW+X7nLlyumPP/6w7se25JYqVcoKWe+8847eeecdp8e5ubnFadWMde7cOUm3Whbjm3fczc3tvrsaz5s3T/Pnz1e+fPni7LNWrVqpd+/emjNnjlKmTKkrV66oQ4cO9/X8iVWuXDlJ0k8//aSuXbvGWb9+/XpJUqVKlRJ8jsQeo7c7ceKEPvjgA3399deKiYlRp06dNGjQIC1fvtwK3d7e3lq6dKkqVKigBg0aaPr06XrllVecnuf69esyxui9995TaGioQkND9d577+ny5cvy9PTUSy+9pGeeeeaRzoP++eefK0OGDPEG2sSIiIhQeHi407LYueTvx9KlS+Xm5qby5cvHu/7KlSvx1vjSSy/pwIEDTtODAUByQOgGgEeoR48emjJlikaNGqU0adLE2632dm+++aZ69uypLl26aOXKldYP7KioKPXq1UuhoaEaOHCg1crVvHlzffTRR/r000/1/PPPW917r1y5otdff13R0dFOz+/p6anmzZtr1qxZ6tWrlz7//HOrC68kbd26VenSpbNaYhOrU6dOmjFjhkaMGKFatWqpZMmS1rp9+/apYMGCVsj766+/FBERYbVCf/TRR/rrr7+cnm/hwoVKnTp1nNC9ePFibdmyRTNmzIj3em5JqlevnipWrKjRo0erc+fO8vLy0sqVK/Xvv//GG47vnG9806ZNqlq1qtatW5fgNZ979+5VsWLFdPLkSW3cuDHebWJbXDdv3hxvK3Lx4sXVrFmzeOdyf+211zRjxox4n7dixYrxLg8ODlbOnDm1c+fOu86hLEklSpSId7mHh0ecEJWQ69ev69NPP9XgwYPl7e2thQsXOh1LkpQ+fXo1adJEixcvlsPhULp06fT8888n6vnv1/PPPy8/Pz8tWbJE3377rXUduXTr2vVx48bJ19f3rqH/fo7Rv//+W6NGjdLMmTN18+ZNtW7dWsOGDYv3EgPp1mUAv/zyi+rVq6eWLVtqw4YNGjt2rLy8vCTd6q2SLVs2/fHHH5o1a5YGDRqkP/74Q9OnT9d7772n119/3Zpb/nZ3zrd+7NixROytWx62x0FCLex3u6b7TtevX9fs2bNVrVo1ZcqUKd5tQkND4w3dKVOm1PDhwxP9WgCQVBC6AeARKl68uKpVq6b169fr1VdfvWcXzh49emjdunVatGiR8ufPr3r16km61WXz6NGjqlWrloYMGWJtX6FCBXXq1EmTJk1SpUqVVKNGDaVLl07r169Xnjx5VKFCBat7aqwxY8Zow4YNmjhxon7++WdVrFhRqVOn1p49e7R7926tXr36vkP3M888o6FDh2rIkCEqV66cateurZw5c+rw4cPauHGjLly4oAIFCqh06dLatWuXihcvrsqVK+vPP//UyZMnVbduXafu7vG1wEdFRal///4qUaJEgi3Hsfr27atmzZrpq6++UmBgoKZNmyZPT88EB9m6HxcvXtSmTZvUu3dvbd68WW3btr3r9pMmTbIGRbvdnWH/dqNGjdKAAQOcXrNZs2bKnTu3du7cqUGDBunll192ekzsNctVqlRJ8LrjsWPHqm/fvrpx44Y8PT3vWvftrly5Yo1FEB4erpCQEP3222+6cuWKihYtqjlz5iTYNbh9+/aaO3eulixZoq5du97X696P1KlTa/bs2WrUqJHatGmjCRMmqEiRIjp+/Lg2bNggh8Oh+fPnJxjsJN3XMfryyy9r586dqlu3rj744AOnE00JKVy4sDZv3qznnntOEyZM0NKlS/XZZ5/p+eef159//nnXsPree++pT58+1v34rumWpBw5clj/vtd4AA9r4sSJypIlS5zlsScSEqN3794KDQ11+tvudPr06UTt33u5ceOGUqVKJXd3d2vgvUfV2wcA7gehGwAesR49emj9+vUJDqB2Ozc3N82fP18TJ07UtGnTrGsUCxcurE8++UTdunWL05o4YcIEFShQQJMnT9aaNWuUOXNmtWjRQiNGjIj3+vFs2bJp27ZtGj58uJYsWaJ58+YpTZo0evrppzVhwgRVq1btgf7OwYMHq2TJkho3bpx+++033bx5U3ny5NG7776rtGnTys3NTYsWLVKfPn20du1azZ07V9WqVdO3337rdCIhIb/88ouOHTtmdUWNFTuo2e3Lnn/+eRUoUEAbNmxQhw4dtHjxYjVo0CDewZMSe023JOXPn1/ffvutoqKi1Lp1az399NNxugnHOnjwoIoUKaJp06bds4fDnfz8/OTn5ydjjBYvXqxevXrJ399fa9as0aJFi9SxY0cdP35cI0aMuOvAe4/K9evXrS74np6eypw5s+rWrauXXnpJzZs3T7DXgSTVrVtXfn5+On36dJwB5R61atWqaefOnXr//fe1atUqbd26VRkzZtSLL76ogQMHqlixYnd9/P0cox9//LFu3LhhnRi7U+zlAHf2csiePbu2bNmi4cOHa+zYsdZJgJUrV961h0K2bNmsEyu3P+/drul+7733rBHlN2/eHO84CLcLCwuLt+Y75cqVS0OGDFGLFi3u2d099jnvPEaMMRo0aJC++uortWrVSg0bNoz38QcPHtSxY8fueaItMYYOHaoPP/xQKVOmVFRUlFKkSBHvTBEAYDeHSej0OAAAj9nx48cVEBCg7du3q2zZsrpw4YIyZsyoH3/8UVu3bpWPj49++eUXrVy5UqtXr3a6rv3SpUtKnz699u/fr7Zt26pfv35xAnKKFCnidMG/mxMnTqh06dIqUqRIgt3KY91v6C5btqxq166twYMHa+3atdqwYYPmzJmjs2fPqnv37hoxYoTV3Xn37t3q2LGj9u7dq1q1aqlatWrq0qWLsmfPbk1n9jDatWun6dOnP/TzSLe6BmfPnl358uVL8LroJ8HZs2fVu3dvZcqUSTdv3tQ333yjGzdu6OzZswn2cDl79qyyZMmi7du3q3z58tq0aZMqV66sLVu2aMSIERo9erTee+89/f3339YI8bGOHDmiAgUKaNWqVapdu7bTuunTp6t9+/ZO083Ft2z48OEKDw+Xl5eXrl+/rgkTJsjHxyfOSOGvv/66Vq9erePHj99zP2zdulWrVq1SqlSprN4FW7du1ebNm61LI/bv36/u3bvrl19+Ud26dbVo0SJ5enrqwoULGjhwoPz8/JQmTRpdu3ZNX3/9tc6cOaN9+/bdswdOlSpV5OnpqdWrVzstT5Eihfr06aPWrVtrxYoViomJUcqUKVWjRg2nEfcB4HGhpRsAkGTFttqdOXNGo0ePliTrWvnbB76SZI2iXrRoUe3atSvBLtd36+Z9p9DQUOXLl++B5uO+Hz179lTWrFnVtWtXdezYMU6X6FKlSmnnzp1asmSJZsyYoe3btysoKEh79+5VTEzMQ7/+g4xknZBZs2bp+vXr8U4F9STJmDGjFi5cqGvXrkm6NXXZp59+etd9Gds1+8SJE2ratKk1zVvFihX1zz//qHjx4sqUKZO++uqr+6qlWrVqmj17ttMAfS1atFDt2rWtebulW9e6L1682LqfO3duTZgw4b5e607Xrl3Tu+++a93PkCGDBg0aZAXub7/9Vm3btpW7u7sGDRqkIUOGWC3r6dKl0w8//KCwsDAZY+Tm5qYCBQpo7ty5ibrkZdmyZQkOVCndmsbuXr0dAOBxoKUbAJBsGGPu+iPbDjdv3nyo6bUSIzo6+q5dtpOLy5cvq0SJErp+/bqOHz/+wKNkJzcxMTFOlzs8qMdxfMfExOjmzZtyOBxxLl15GFFRUTLGxBklPzo6WmPGjNHLL79812vOIyMjH3lNAJBUELoBAMBDmTp1qlatWqXNmzfr5MmT+v777+MM/AYAwH/Vw5+WBQAA/2lXrlzRkiVL5OXlReAGAOAOtHQDAAAAAGATWroBAAAAALDJf2b08piYGJ06dUre3t6PfRAeAAAAAMCTxRijK1euKHv27HcdUPM/E7pPnTolf39/V5cBAAAAAHiCBAcHK2fOnAmu/8+Ebm9vb0m3doiPj4+LqwEAAAAAJGdhYWHy9/e3smZC/jOhO7ZLuY+PD6EbAAAAAPBI3OvyZQZSAwAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJilcXQCcjd593tUlJDkDSmVydQkAAAAA8EBo6QYAAAAAwCZJKnSfO3dOr732mjJmzKjUqVPr+eeft9ZNmDBBAQEBSp06tWrWrKmjR4+6rlAAAAAAABIhyYTuK1eu6Nlnn9Xp06e1cOFCbd68Wa1bt5YkzZ07V7169dLw4cO1adMmRUVFqUmTJoqJiXFx1QAAAAAAJCzJXNM9evRoxcTEaMmSJUqVKpUkqWTJkpKkUaNGqXPnzmrbtq0kafLkySpSpIjWr1+vGjVquKpkAAAAAADuKsm0dE+fPl1vvfWWFbhjXb58Wbt371aDBg2sZYULF5afn5+2bNnyuMsEAAAAACDRkkToPnnypE6dOiUfHx9Vr15dGTNmVNWqVbVjxw4dO3ZMkhQQEOD0mFy5cikkJCTB54yIiFBYWJjTDQAAAACAxylJhO7Tp09LksaOHatu3bpp6dKlSpcunerVq2eFZS8vL6fHeHl5KSIiIsHnHDVqlHx9fa2bv7+/fX8AAAAAAADxSBKh++bNm5Kk3r17q3nz5nrmmWc0c+ZMhYWFaf369ZKkyMhIp8eEh4fHCeK3CwoKUmhoqHULDg627w8AAAAAACAeSSJ0Z8mSRZKUP39+a1n69OmVJUsWGWMkKU5oDg4OVt68eRN8Tg8PD/n4+DjdAAAAAAB4nJJE6M6XL5+yZMniNDDa+fPndfbsWZUsWVJ58uTRqlWrrHWHDh1SSEiIatWq5YpyAQAAAABIlCQxZZibm5sCAwM1YsQIZc+eXXnz5tWgQYNUsGBBNWzYUCdPnlRQUJBKliypgIAA9erVS40bN1axYsVcXToAAAAAAAlKEqFbkvr166fr16/r7bffVlhYmGrUqKGlS5cqZcqU6t69u86dO6c333xT4eHhatq0qcaPH+/qkgEAAAAAuCuHib1o+gkXFhYmX19fhYaGJunru0fvPu/qEpKcAaUyuboEAAAAAHCS2IyZJK7pBgAAAADgSUToBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCZJJnR//fXXcjgcTrfu3btb6ydMmKCAgAClTp1aNWvW1NGjR11YLQAAAAAA95bC1QXEunjxoipUqKBZs2ZZy9KlSydJmjt3rnr16qXJkyfrqaeeUs+ePdWkSRPt3btXbm5J5rwBAAAAAABOklTozpEjh/Lnzx9n3ahRo9S5c2e1bdtWkjR58mQVKVJE69evV40aNR53qQAAAAAAJEqSaSa+ePGiMmXKFGf55cuXtXv3bjVo0MBaVrhwYfn5+WnLli2Ps0QAAAAAAO5LkgndFy5c0NSpU+Xt7a3ixYvrww8/VFRUlI4dOyZJCggIcNo+V65cCgkJSfD5IiIiFBYW5nQDAAAAAOBxSjKhe9iwYdqxY4dWr16tV155RUOGDFFQUJCuXr0qSfLy8nLa3svLSxEREQk+36hRo+Tr62vd/P39ba0fAAAAAIA7JZlrup966inr3xUqVFB0dLQ++OADNW/eXJIUGRnptH14eHicIH67oKAgBQYGWvfDwsII3gAAAACAxyrJtHTfqXTp0rp27ZqyZcsmSQoODnZaHxwcrLx58yb4eA8PD/n4+DjdAAAAAAB4nJJs6N62bZvSp08vf39/5cmTR6tWrbLWHTp0SCEhIapVq5YLKwQAAAAA4O6STPfyHj16qFGjRvLz89Pq1av14YcfatiwYXJzc1NgYKCCgoJUsmRJBQQEqFevXmrcuLGKFSvm6rIBAAAAAEhQkgnd165dU+vWrRUeHq6CBQtq0qRJ1rzc3bt317lz5/Tmm28qPDxcTZs21fjx411cMQAAAAAAd+cwxhhXF/E4hIWFydfXV6GhoUn6+u7Ru8+7uoQkZ0CpuPO3AwAAAIArJTZjJtlrugEAAAAASO4I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE2SZOieOXOmHA6HZs2aZS2bMGGCAgIClDp1atWsWVNHjx51YYUAAAAAANxbkgvd4eHhGjx4sNOyuXPnqlevXho+fLg2bdqkqKgoNWnSRDExMS6qEgAAAACAe0tyoXvEiBEqV66c07JRo0apc+fOatu2rcqUKaPJkydr//79Wr9+vYuqBAAAAADg3pJU6N67d68mTJigTz75xFp2+fJl7d69Ww0aNLCWFS5cWH5+ftqyZYsrygQAAAAAIFFSuLqAWOHh4WrdurUGDRqknDlzWsuPHTsmSQoICHDaPleuXAoJCUnw+SIiIhQREWHdDwsLe8QVAwAAAABwd0mmpbtXr17KlCmTevbs6bT86tWrkiQvLy+n5V5eXk6h+k6jRo2Sr6+vdfP393/kNQMAAAAAcDdJInRPmTJFCxYs0HfffSc3N+eSPDw8JEmRkZFOy8PDw+ME8dsFBQUpNDTUugUHBz/6wgEAAAAAuIsk0b38/fff14ULF+J0Ie/QoYNy584tSQoODla+fPmsdcHBwWrRokWCz+nh4WEFdgAAAAAAXCFJhO7Vq1crKirKaVmRIkX0/vvv68UXX1Tt2rW1atUqVa9eXZJ06NAhhYSEqFatWi6oFgAAAACAxEkSofv2Fuzb+fn5KV++fAoMDFRQUJBKliypgIAA9erVS40bN1axYsUec6UAAAAAACRekgjd99K9e3edO3dOb775psLDw9W0aVONHz/e1WUBAAAAAHBXDmOMcXURj0NYWJh8fX0VGhoqHx8fV5eToNG7z7u6hCRnQKlMri4BAAAAAJwkNmMmidHLAQAAAAB4EhG6AQAAAACwCaEbAAAAAACbELoBAAAAALAJoRsAAAAAAJsQugEAAAAAsAmhGwAAAAAAmxC6AQAAAACwCaEbAAAAAACbELoBAAAAALAJoRsAAAAAAJsQugEAAAAAsAmhGwAAAAAAmxC6AQAAAACwCaEbAAAAAACbELoBAAAAALAJoRsAAAAAAJsQugEAAAAAsAmhGwAAAAAAmzxU6D548OA9t9m6devDvAQAAAAAAMnWQ4XuunXrJrhu9erVkqTmzZs/zEsAAAAAAJBsPVToNsYkuO6tt9665zYAAAAAADzJUiR2wyZNmjjdr1q1qhwOh2bPnq0xY8Y4revTp8+jqQ4AAAAAgGQs0S3dW7duVZYsWZQ5c2bt2LFDpUuXljFG586dU5MmTRQWFqYRI0YoJCRElSpVsrNmAAAAAACShUSHbh8fH9WsWVM1a9ZUunTpVKtWLWtduXLl5OPjo0aNGsnT01N58uSxo1YAAAAAAJIVpgwDAAAAAMAmhG4AAAAAAGyS6IHU7qZPnz7Wtdznzp1TpUqVdOLECVWqVEnnz59/FC8BAAAAAECy80hauhs3bqxMmTKpW7du8vLyUrdu3ZQuXTp169ZNadKkeRQvAQAAAABAsvNIQnf16tWVPn16tW7dWmnSpFHr1q3l6+ur1q1bK3Xq1I/iJQAAAAAASHa4phsAAAAAAJsQugEAAAAAsEmiB1I7fvy43nrrLRljdOXKFfXo0UMOh0PGGPXv318nTpzQs88+q3Pnzmn+/Pl21gwAAAAAQLKQ6NC9ZcsWp/vp06fXokWL1KhRI2XLls1pXfHixR9NdQAAAAAAJGOJDt1lypSJs8wYo/z58yt//vxx1mXNmvXhKgMAAAAAIJl7qGu6a9euneC6devWSZIKFy78MC8BAAAAAECydd+hu0ePHrp06ZIkadq0aXfd9sqVK8qbN6/Onj37YNUBAAAAAJCMJbp7eayvvvpKKVKk0FNPPaU8efKoRIkSypIlS7zbvvXWW/r222/VqlWrBLcBAAAAAOBJdd+hW5I2bNigH3/8UadOndLNmzeVI0cO1atXTy+++KLq168vh8OhwYMHa8aMGRo9erSqVav2qOsGAAAAACDJe6DQvXDhQuXKlUtRUVH6888/9dtvv+mnn35S06ZNlStXLhUrVkyLFy/W+++/r379+j3qmgEAAAAASBYSdU336tWrFR4eHmd5ypQpVaJECXXt2lXfffed+vfvr6NHj2rRokUqXbq0+vbt+8gLBgAAAAAgubhnS/eVK1fUsGFDubu7q1KlSjLG6OzZs4qMjNTx48e1a9cubdy4UWvXrlX27Nk1cuRI5ciRQ507d1bTpk21YMECeXh4PI6/BQAAAACAJOWeodvb21uhoaHasWOHli9frpMnT6p8+fJyOBzKkiWLqlatqqpVq6p///6qUqWK9bg8efLoueeeU7t27fT999/b+kcAAAAAAJAUOYwxJjEbRkdHy93dXZK0dOlSDR48WH///bfWrFmjsmXLxvuYRYsW6cUXX9THH3+st99++9FV/QDCwsLk6+ur0NBQ+fj4uLSWuxm9+7yrS0hyBpTK5OoSAAAAAMBJYjNmoq7p/vHHH1WlShWdPXtWK1as0Jw5c7Rjxw59/PHHWr9+vSQpIiJCn3/+uf7880/rcSVKlNDw4cNVtWrVh/xzAAAAAABIfhIVumvWrCk/Pz+VLVtWwcHBOnPmjCIjIzVu3DgrZF+9elVvv/22KlSooK5duyoqKkotW7ZUWFiYSpcubesfAQAAAABAUpSoKcN8fHy0YMECrVq1SmFhYZKk/v37K1u2bJo8ebK1ncPh0J49e9S6dWuVLFlSR48e1ezZs+2pHAAAAACAJC5Robt27dqKiYmRJJ07d06nTp3SyZMn5eXlpdq1a2vt2rXWtvny5dPq1atVpEgRVaxYUXny5LGlcAAAAAAAkrpEhe5GjRpZoXvfvn06cOCAIiMjFRQUJA8PD3Xq1EnXrl2ztj958qQuXryoXbt2aevWrapQoYI91QMAAAAAkIQlKnT36tVLly9f1pIlS/Tcc88pODhYnp6e2rRpkxYtWqRvv/1W06ZNkyS9//77OnjwoN544w2lSpVKffv21YYNG2z9IwAAAAAASIoSFboPHDigxo0by8/PT927d5e7u7u+//57lS1bVl26dNHUqVPVuHFjZcmSRXPmzNGRI0d09OhRxcTEyN/fX3///bfy5ctn998CAAAAAECSkqjRy729vdWxY0etX79eKVOmlDFG3t7emjhxoqZNm6bZs2fL4XBIknbu3KklS5Yoa9as8vPzU8WKFTVr1ixb/wgAAAAAAJIihzHG3M8DwsLCdP78eeXNm1eSNGvWLDVq1Ehp0qTR7Nmz1a5dO6ftf/75Z+XKlUtFihR5dFU/gMROXO5qo3efd3UJSc6AUplcXQIAAAAAOElsxkxU9/Lb+fj4OD1hmzZtrH/fGbizZMmi3bt3K0eOHPf7MgAAAAAAJHv3DN0xMTHKly+f1X38TqlSpVL9+vU1btw4RUVFadSoUerXr588PT11/vx5RUdHP/KiAQAAAABIDu4Zut3c3DRu3LgE1//1118KCgrSG2+8oTx58mjYsGHq3r27PD09H2WdAAAAAAAkO4nqXt60adO7rn/33Xd16dIl5cmTR/d5iTgAAAAAAE+sRF/T/e2332rr1q1OyxwOh9WtHAAAAAAAOEt06I6Ojo43XDscDm3dulWlSpVSRETEIy0OAAAAAIDkLNGhu2TJkmrRooU8PT11+fJltWnTRkuXLpUklStXTpKs0J3QoGsAAAAAAPyXuCVmo+joaJUqVUqHDx+WdCtcr1271mmbhQsXatCgQXI4HBo8eLD69et3X+H7hx9+UPHixeXl5aVcuXJp+PDhTteHT5gwQQEBAUqdOrVq1qypo0ePJvq5AQAAAABwhUS3dBtj9P3332vjxo26cuWKoqOj9eWXX1rro6OjtX//fknSgQMHlDJlyvsq5ODBgxo4cKCeeuopbd68Wd26dVPmzJnVtWtXzZ07V7169dLkyZP11FNPqWfPnmrSpIn27t0rN7dEnTcAAAAAAOCxc5hEDDceHR2tlClTqlSpUvLy8lJUVJR27NihZ5555taTOBxav369rl27Jh8fH50/f14ZMmSQm5ubjh8/rly5ct13YY0aNZKHh4cWLFig0qVLq2rVqvr0008l3QroRYoU0dq1a1WjRo1EPV9YWJh8fX0VGhoqHx+f+67ncRm9+7yrS0hyBpTK5OoSAAAAAMBJYjNmolu6JWnatGkqXry4zpw5o7x582rjxo1O62O7kz+Ka7qjo6OVMWNGXb58Wbt379bIkSOtdYULF5afn5+2bNmS6NANAAAAAMDjdl+hO7Gh+mHm6r527Zq+//57bd26VR988IGOHTsmSQoICHDaLleuXAoJCUnweSIiIpxGUw8LC3vgmgAAAAAAeBD3Fbp79eqldOnSKTIyUjdv3tR7772nF154QUWLFrW2eZhWbk9PT0VERMjHx0cTJkxQiRIlrNZ0Ly8vp229vLzuOkXZqFGjNGzYsAeuBQAAAACAh3Vfo5AVKFBATz/9tAoUKCBjjNauXasSJUqoV69eVuv2w7Ry79mzR1u2bNHIkSP11ltvaeDAgfLw8JAkRUZGOm0bHh4eJ4jfLigoSKGhodYtODj4gesCAAAAAOBB3FdLd9euXa1ruidMmKC1a9dqzpw5atOmjXx8fDRo0CD179//rmH4bgoXLixJqlChgry8vPTGG2+oW7dukqTg4GDly5fP2jY4OFgtWrRI8Lk8PDyswA4AAAAAgCskKnS7u7vrxx9/1MmTJ1W8eHG5ubnJ3d1dktSiRQt5eHjo2WefVcqUKfXMM884hd0HvZY6RYoUMsbI19dXefLk0apVq1S9enVJ0qFDhxQSEqJatWo90HMDAAAAAPA4JLqlO1++fCpevLiio6OVJUsWLV26VBs2bJAkpU+fXvv27ZOHh4deeOEFXblyRV5eXurYsaM6duyorVu33vW5w8LC1L17d7Vp00bZs2fX77//rn79+qlly5ZKmzatAgMDFRQUpJIlSyogIEC9evVS48aNVaxYsYf76wEAAAAAsNF9dS+PFR0drZo1aypDhgy6ePGi9d+SJUta20RERGjx4sXq3r37PZ/P09NTUVFRevXVVxUaGqrcuXOrR48e6t27tySpe/fuOnfunN58802Fh4eradOmGj9+/IOUDgAAAADAY5Oo0P3NN9/oxIkTkm7N1f30009Lks6dO6fUqVPr3LlzcnNz086dO+Xmdmtstk8//VTu7u7q1avXPZ8/VapUmj17doLrHQ6Hhg8fruHDhyemXAAAAAAAkoREhe7Zs2fr/PnzMsbom2++UevWra118c3dvX79eo0YMUILFixQ2rRpH3HJAAAAAAAkD4maMmz58uX6+uuv5XA4tHbtWrVr1y7ONsYY7d69W5LUpk0bTZ48WXXq1Hm01QIAAAAAkIwkep7u21uyb//37erXry9JKlmypOrVq/eQpQEAAAAAkLwlKnR/++23WrRokaRb13fv2bMnzjYOh0P//vuvpFvXaJcvX17nz59/dJUCAAAAAJDMJCp0T5s2TfPnz5cxRpMnT9auXbvuuv3cuXNVsGBBtW3b9pEUCQAAAABAcpSo0L169WrNmDFDDodDGzZsUPv27WWMUYsWLRQZGakWLVrIGKPu3bvL4XDIzc1NEydO1Nq1a7V69Wq7/wYAAAAAAJKkRM/T7XA4ZIy59aAUKTRkyBBJUtGiRRUTE6MhQ4YoXbp01vY5c+ZUs2bN9NVXX6l27dqPtmoAAAAAAJKBRIfuXLlyae7cuZKkmjVrauDAgapdu7YOHjyol19+WWvXrlXGjBm1ZcsWpUyZUpL03HPPacSIEfZUDgAAAABAEpfo0cu9vb3VrFkzSVJwcLBu3LihK1euqFatWurQoYMyZswo6dac3rGh+8UXX9Tvv/9uQ9kAAAAAACR9iWrprl27tiIjI637//zzj4KCgpQhQwa5ublp/vz5mj9/foKP37Bhw8NXCgAAAABAMpOo0P3aa68pOjraun/o0CGlSpVK27ZtU6pUqVSgQAFVq1bNuuYbAAAAAAAkMnS3adPG6f57772noUOHqkqVKvrmm280ZswY7dmzRx988AGDpgEAAAAA8P8SfU337Z5//nn5+/srQ4YMevvtt3Xo0CE1bNhQ06dP15UrVx51jQAAAAAAJEsO8x/pEx4WFiZfX1+FhobKx8fH1eUkaPTu864uIckZUCqTq0sAAAAAACeJzZgP1NINAAAAAADujdANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE2STOjeu3ev6tatKy8vL2XLlk3t27fXhQsXrPUTJkxQQECAUqdOrZo1a+ro0aMurBYAAAAAgHtLMqG7e/fuql69urZs2aKpU6dq/fr1evXVVyVJc+fOVa9evTR8+HBt2rRJUVFRatKkiWJiYlxcNQAAAAAACUvh6gJiffvtt/L395ckFS9eXKGhoWrbtq2uX7+uUaNGqXPnzmrbtq0kafLkySpSpIjWr1+vGjVquLJsAAAAAAASlGRaumMDdyxPT0/FxMTo8uXL2r17txo0aGCtK1y4sPz8/LRly5bHXSYAAAAAAImWZFq6b2eM0dSpU1WhQgX9+++/kqSAgACnbXLlyqWQkJAEnyMiIkIRERHW/bCwMHuKBQAAAAAgAUmmpTtWVFSUOnXqpHXr1mn8+PG6evWqJMnLy8tpOy8vL6dQfadRo0bJ19fXut3Zkg4AAAAAgN2SVOgOCQlR9erVtXTpUq1du1Zly5aVh4eHJCkyMtJp2/Dw8DhB/HZBQUEKDQ21bsHBwbbWDgAAAADAnZJM6D506JAqVKggb29v/f7776pYsaIkKUeOHJIUJzQHBwcrb968CT6fh4eHfHx8nG4AAAAAADxOSSZ0t2rVSs8884yWL1+uLFmyWMtz5MihPHnyaNWqVdayQ4cOKSQkRLVq1XJFqQAAAAAAJEqSGEjt0KFD2rlzpwYMGKCjR486rcucObMCAwMVFBSkkiVLKiAgQL169VLjxo1VrFgxF1UMAAAAAMC9JYnQfebMGUlS8+bN46z7/PPP1b17d507d05vvvmmwsPD1bRpU40fP/5xlwkAAAAAwH1xGGOMq4t4HMLCwuTr66vQ0NAkfX336N3nXV1CkjOgVCZXlwAAAAAAThKbMZPMNd0AAAAAADxpCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANiE0A0AAAAAgE0I3QAAAAAA2ITQDQAAAACATQjdAAAAAADYhNANAAAAAIBNCN0AAAAAANgkhasLAB6H0bvPu7qEJGVAqUyuLgEAAAD4T6ClGwAAAAAAmxC6AQAAAACwCaEbAAAAAACbELoBAAAAALAJoRsAAAAAAJsQugEAAAAAsAmhGwAAAAAAmxC6AQAAAACwCaEbAAAAAACbELoBAAAAALAJoRsAAAAAAJsQugEAAAAAsAmhGwAAAAAAmxC6AQAAAACwCaEbAAAAAACbELoBAAAAALBJkgvdv//+u0qXLq1NmzY5LZ8wYYICAgKUOnVq1axZU0ePHnVRhQAAAAAAJE6SCd27du1SixYt9Mwzz2j37t1O6+bOnatevXpp+PDh2rRpk6KiotSkSRPFxMS4qFoAAAAAAO4tyYTuBQsWyMPDQ0uXLo2zbtSoUercubPatm2rMmXKaPLkydq/f7/Wr1/vgkoBAAAAAEicJBO6R4wYoW+++UZ58+Z1Wn758mXt3r1bDRo0sJYVLlxYfn5+2rJly+MuEwAAAACAREvh6gJiORyOeJcfO3ZMkhQQEOC0PFeuXAoJCUnw+SIiIhQREWHdDwsLewRVAgAAAACQeEmmpTshV69elSR5eXk5Lffy8nIK1XcaNWqUfH19rZu/v7+tdQIAAAAAcKckH7o9PDwkSZGRkU7Lw8PD4wTx2wUFBSk0NNS6BQcH21onAAAAAAB3SvKhO0eOHJIUJzQHBwfHuf77dh4eHvLx8XG6AQAAAADwOCWL0J0nTx6tWrXKWnbo0CGFhISoVq1aLqwMAAAAAIC7SzIDqd1NYGCggoKCVLJkSQUEBKhXr15q3LixihUr5urSAAAAAABIULII3d27d9e5c+f05ptvKjw8XE2bNtX48eNdXRYAAAAAAHeV5EJ3njx5ZIxxWuZwODR8+HANHz7cRVUBAAAAAHD/kvw13QAAAAAAJFeEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGySwtUFAEieRu8+7+oSkpwBpTK5ugQAAAAkMbR0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgE0I3AAAAAAA2IXQDAAAAAGATQjcAAAAAADYhdAMAAAAAYBNCNwAAAAAANiF0AwAAAABgkxSuLgAAAABA8jF693lXl5DkDCiV6aGfg/3q7FHs06SClm4AAAAAAGxC6AYAAAAAwCaEbgAAAAAAbELoBgAAAADAJoRuAAAAAABsQugGAAAAAMAmhG4AAAAAAGzCPN0AkIQwR6cz5j21x5M09+mThGM1Lj4DHj3e/8DjR0s3AAAAAAA2STah2xijYcOGKXv27EqTJo1eeOEFnTt3ztVlAQAAAACQoGQTuseMGaPPPvtMEydO1KpVq/TXX3+pXbt2ri4LAAAAAIAEJYtrumNiYjRmzBgNGjRIzz33nCTp448/VoMGDXTs2DEFBAS4uEIAAAAAAOJKFi3d+/bt0/nz59WgQQNrWbVq1eTm5qYtW7a4sDIAAAAAABKWLFq6jx49KklOLdqpU6dW5syZFRISEu9jIiIiFBERYd0PDQ2VJIWFhdlY6cMLv3rF1SUkOWFhqR76Odivztin9mC/PnrsU3s8iv2KR49jNS4+Ax499qk92K+PXnL4rorNlsaYu26XLEL31atX5ebmJg8PD6flXl5eTsH6dqNGjdKwYcPiLPf397elRtgn7v9FPCz2qT3Yr48e+9Qe7FckFxyrjx771B7s10cvOe3TK1euyNfXN8H1ySJ0e3h4KCYmRjdv3lSKFP8rOTw8XF5eXvE+JigoSIGBgdb9mJgYXbx4URkzZpTD4bC95uQuLCxM/v7+Cg4Olo+Pj6vLeSKwT+3Bfn302Kf2YL8+euzTR499ag/266PHPrUH+/X+GGN05coVZc+e/a7bJYvQnSNHDklSSEiI8uTJI+lW9/Fz584pb9688T7Gw8MjTst4unTp7CzzieTj48Mb7hFjn9qD/frosU/twX599Ninjx771B7s10ePfWoP9mvi3a2FO1ayGEitdOnSSp06tVatWmUtW79+vRwOh5599lkXVgYAAAAAQMKSRUt36tSp1bVrVw0ePFi5cuVS2rRp9fbbb6tz587KkCGDq8sDAAAAACBeySJ0S9LIkSN148YNtWjRQu7u7mrTpo3GjBnj6rKeWB4eHhoyZEicLvp4cOxTe7BfHz32qT3Yr48e+/TRY5/ag/366LFP7cF+tYfD3Gt8cwAAAAAA8ECSxTXdAAAAAAAkR4RuAAAAAABsQugGAAAAAMAmhG4AAAAAAGxC6AYAAAAAwCaEbgAAkgAmEwEA4MlE6MYDif1xeP78eRdX8uSK3cenT59WWFiYi6tJvjhWkVTFHptnz56VJDkcDleW88SLiYlxdQlAonACDnjyELpx34wxcjgcWrhwoZ599lmtW7eOL4hHLHYfL1iwQM2aNdPy5ct1/fp1V5eV7HCsPhqx+2z//v06cuSIi6t5MsQem4sWLVLLli21YMECV5f0xLn9xKUkubnxk+dRi93Hd/4XDy72s2H9+vX65ZdfXF3OE4nj9OHRoHH/+AbCfXM4HFqzZo3atm2rZs2aKUOGDHI4HHyIPUIOh0Nr165Vu3bt1KhRI5UvX15eXl6uLivZ4Vh9eLE/AOfPn68GDRpo5syZunTpkqvLSrZiW1sdDodWrVqlli1bqlatWsqfP7/TdhyjD+f2kxoNGzbUvHnzXF3SEyd2Hy9dulTt27dXREQEvTUegdgT7vXr19fkyZP177//urqkJ0rscfvLL79o1apVri4nWaJB48EQupEo0dHRkm690aKjozVv3jy99tprGjFihIoVKyZJOnHihKKiolxZZrK1cuVKnTp1ymnZmjVr1Lx5c73zzjvKmzevJOnIkSNWV1Q+4OLHsfrwbm+1cjgc2rZtm7p27ap+/fqpa9euSp8+vYsrTH5Wr14t6X+trTExMfr+++/Vtm1bDRw4UMWLF5ckHT9+XNKtH950h35wsSfcWrVqpebNmysgIEASLbKPksPh0JIlS9SiRQu5u7tr3759km7tW/bvgzt48KD69OmjcePG6csvv1TWrFldXdITJTYs1q1bV/PmzbN6wiDxaNB4MIRu3NXy5ct19epVubu7KyYmRg6HQ+7u7rp586Z+/fVX/f7773r//fdVrVo1FS9eXK1bt6b76X3q3r27unTpEucH9rFjx7Rjxw7t2LFDQUFBqly5sqpVq6bGjRtr165dtCjcgWP10YiJidGNGzck/e8a44MHD6po0aLq3r27/Pz8dOXKFS1btkzbt293ZanJRq9evdS9e3f9888/TssvXbqkS5cu6bffftPHH3+s6tWrq2bNmmrYsKEkukM/jOjoaM2ZM0evvPKKBg4cqDJlykiSDh8+LInr5x+Fc+fOaezYsRo6dKimTp2qsmXLSrq1b9m/iXP69GkdO3bMadn58+eVKlUqPffcc/L19dXhw4f14Ycfatq0aXE+Q3D/jhw5ov79++vTTz/V2LFj5efn5+qSkhUaNB4c3+iIlzFG//zzjwYNGqQ+ffro+vXrcnNz082bNyVJlStXVooUKVSqVClt2LBBZcuW1cyZMzVv3jxt3rzZxdUnH71799Z3332nadOmKWfOnE7r+vbtq9DQUNWoUUM7duxQ9erV9eGHHyo0NJR9fBuO1Ufns88+0wsvvKBnnnlG7733niIiIiRJFy5c0O7duzV27Fg1b95czz77rNq2basKFSpo1qxZLq46aevdu7cmT56sqVOnKkeOHFZLgJubm2rVqqWVK1eqTp06WrZsmQoUKKBhw4Zp5cqVmjJliosrTz6mTp2qd999Vz179tS+ffsUFhYmd3d3hYeHKyQkRGvWrNHo0aNVtWpVValSRQ0aNOCH4X1av369FixYoN27d+vixYuSJB8fH127dk1RUVG6ceOGFixYoNatW6t69eqaPXu2iytO+gYNGqQ6deqoePHiql+/viZMmCBjjNKlS6dr166pc+fOKleunF544QVNmDBBXbp00fDhw11ddrJy/PhxHTp0SOHh4days2fPKjo6Ws8//7y8vb114MABjRgxQpMmTdIff/zhwmqTBxo0HoIBErBz507j5eVlihQpYjp06GCuXr1qrYuJiTHBwcFm+/btxhhjoqOjjTHG1KtXz8yYMcMl9SY3n3zyiXE4HGbHjh1x1sXExBhjjLl8+bK1j2NVr17dfPnll4+lxuSCY/XhBQUFmSxZspgePXqYLl26GA8PD/PWW29Z6xs1amSKFy9uWrZsaaZMmWIOHz5snn/+efPKK69YxyucDR061DgcDnP48OEEt9mxY4f59ddfrX147do1U716dbNo0aLHVWayNmDAAOPr62saNmxocubMafz9/U3v3r3NhQsXzJw5c0y+fPlMqlSpTN26dU23bt3M0qVLjcPh4DP0PvTr189kyJDB5MqVy6RKlcq8+OKL1vH54osvmoIFCxpPT09Tvnx506BBA9OiRQuTIkUKc+LECRdXnnRNmDDBZMyY0XzzzTdm/vz5pn79+qZYsWLm9ddfN8YYM3XqVNOyZUvTu3dvs3LlSmOMMZ9++qkpV66cuXLliitLTzaCgoJMkSJFjKenp6ldu7Z57733jDHGnDhxwuTJk8dUrlzZlCpVyhQtWtQEBAQYX19f8+qrr5qoqCgXV548TJs2zZQtW9Y4HA5Tu3ZtExgYaBYuXGgcDoeZOXOmq8tLklK4OvQjaYqIiNC0adPUoEEDlS9fXrNnz1avXr30ySefKE2aNJKknDlzWq2zx48f17hx4/T7779rwoQJriw9Wbhx44ZOnTqlSpUq6dixY1bXx88//1x//PGH0qVLp9q1a6tOnTpWl70dO3Zo9uzZ+uuvv1S3bl1Xlp+kcKw+vN27d2vRokX67rvvVKtWLUlSlSpV1L59ezVv3lxVqlTR0qVLdfbsWWXJksV6XKpUqZQ9e3a6ksbjxo0bOn/+vLJkyWL1GLh586amTZumkydP6ubNm07dniXp0KFDmj59uo4cOWJd442EnThxQsuXL9fcuXNVp04dSVL//v21cuVKnTx5UlOnTlW1atV0/PhxlS9fXtKtbud16tRRpkyZXFl6srFu3TrNnDlTc+fOVbly5axeGH369JEkzZgxQytXrlRYWJgaNGigrFmz6uzZszpy5IhCQ0NdXH3S9ffff6tly5Zq06aNJKlGjRqaMmWKpkyZoldffVUzZsxQhw4dnB5z8OBB+fv7K0UKfrrfy5QpUzRp0iRNnjzZGpju66+/1u+//645c+boo48+0uLFi+Xn56e6deuqRo0amjRpkr766itdv35dPj4+rv4TkqyYmBi5ubmpXbt2qlmzps6ePauyZctay+vWrcu13QlxdepH0tWpUyczaNAgExERYYYPH25KlixpXn/9dasV8ebNm8YYY9avX2/atWtncubMaXbt2uXKkpOV48ePm06dOpl27dqZNWvWmCpVqpiSJUuaMmXKmDJlyhhvb2/z3XffGWOMOXjwoHn11VdNjhw5zO7du11beBLEsfpwtm/fbpo2bWrOnDljLQsODjZ+fn7xtrjOmTPH9OjRw2TIkMH8+eefj7PUZOXvv/82HTp0MA0aNDB//vmnqV27tilVqpQpWLCg8fPzMwEBAWbv3r3GmFv/D0qXLm1y5MjBsZlI+/fvN2nSpDGbNm1yWj5hwgRTrlw507JlS3P69Glr+ZEjR0yfPn2Mn5+fOXr06OMuN1maN2+eKVGihNVDyJhbvTM6duxosmfPbr7//nun7a9du2Z69uxpnnrqKXP27NnHXW6SFhMTY/VoadWqlalYsaLT+mvXrpmJEyeap556ynTr1s3adt68eaZ9+/bGx8fH/P7774+97uRo0KBBpl27dtb9CxcumOnTp5vMmTObpk2bxvuYt99+2zRu3Nhcu3bt8RSZjMS+l2N7AYSGhsbZ5u+//zY9evQw2bJl4/M1AYRuJOj2LjbXr1+PN8wYc+uLZOPGjSYkJMQVZSZrBw4cMA0bNjSenp6mbt265sCBA8aYWz8O33jjDVOwYEETEhJiIiMjzV9//WWCg4NdXHHSxLH6cI4fP25mzZpl3Y+JiTHXr183efLkMYsXL46zfY8ePUyRIkXMnj17HmeZydLmzZvNK6+8YhwOh6levbo5cOCAuXjxovnnn39MpUqVTOnSpa1tf/nlF36s3IcrV66YypUrm/fee89EREQ4rRs/frwpW7asGTt2rLl586bZvHmzqV27tsmTJw8nNe7DunXrjLe3t9m2bZvT8j///NN07NjRlC5d2qxbt84YY8zs2bPNSy+9ZNKlS8fJ4XhcuHDB+veCBQtMsWLFzPz58522uXr1qnn//fdN+fLlzapVq4wxt7qVv/zyy9YJOtzba6+9ZsqWLeu0LDw83CxcuNBkz57dtGnTxlq+ZMkS07ZtW+Pr68tJjTvExMSYU6dOmdy5c5s5c+YYY4w5evSo8fb2Nps3b7a2o0EjcQjdiNft12hGRkYaY259YN0eZjgb+HBi9/Hu3btN79694wTqlStXmjRp0sR7zTf+h2P14SR0Pfa///5r0qRJY37++Wen5X///bcxxvkHJO5u3rx5JigoKM57fMWKFSZLliz8SLkPdx6vnTt3NoUKFYoTCo0xplu3bqZQoUJWIF+/fr05efLkY6nzSREcHGyqVq1qunXrZk6dOuW0bsuWLebZZ581/fr1M8YY89dff5mxY8eaQ4cOuaLUJK1nz56mdu3aJjw83BhjzKlTp0yVKlVM/fr14wS9sLAwU7p0aacxNW4/eYx7W7duncmVK5eZOnWq0/IbN26YyZMnm+LFi5vvv//exMTEmClTppgOHTpwUuMuJk2aZIoUKWImT55s/P39TZs2bazfW8bQoJFYhG4kSmzXstgwU65cOfPKK68QZh5Q7P6M/QEZ+0V8+7Jt27aZp556yhw5cuTxF5iMxXYl51h9OAcPHjQ5c+Y0J06csI7JwMBAU6lSJXP58mUXV5c83B4Q4+uOt3DhQlOwYEHzzz//PM6ykq3Fixebn376yXqPxypRooQpXbq0+euvv5yWR0VFmUyZMsVpTUTCZs+ebd5//33Tq1cvq9fFxIkTTcaMGc1HH30U573/5ZdfmkyZMpmLFy8aY4xTN3Tc0qtXL+Pt7W1+/fVXY8z/9tH+/ftNhgwZTKNGjeIE78GDB5vGjRuzPxPpl19+MfPnzzc7d+40ly9fNteuXTMvvfSSqV27tlm7dq3TtpcuXTJ169Y1PXr0MMb8r2cXbon93oq9HCK2J+HHH39sUqRIYerUqeO0Pcdo4jEaw3/cjBkzFBISorCwMHXp0kXZs2eXh4dHnO3c3NwUExMjDw8P9evXT9evX9dvv/2m0NBQeXl5uaDy5GPatGk6cOCAUqdOrWeffVa1atWSm5uboqOj5e7uLklO+9zhcCgmJkazZs2Sl5eXMmTI4KrSkwxjjLVf7py7OHY/3rx5UylSpLDm6eZYfTjHjx/XtWvXrIHS+vXrp88//1ybN2+Wr6+vq8tLsmKPVenWsRk76NGdA/NERUVp3bp1ypUrl9KmTfvY60xOYt/3H3zwgby8vJQmTRpVrlzZ+ixYsWKFqlevrpYtW+qLL75QuXLl5O7urkuXLilXrlzKmjWri/+C5KF///6aPn26ChcurL/++kvz5s3TvHnz1KlTJx05ckQDBgyQJL388svKkSOHJKlMmTLKkyeP9RzMLe8sMDBQs2bN0sqVK1WxYkVJ/9tHTz31lFatWqU6deqob9++ev3119W8eXMZY3TixAllypSJQSoToX///poyZYrSpk2r06dPq1GjRurXr5/GjRunevXqaezYsZJuDVYnSenSpdOzzz6r1atXKzIyUqlSpVLq1Kld+Se43Jo1a3TlyhVlzJhRZcuWVerUqeVwOKzfVcePH9dHH32kypUr6+jRo1q6dKkaN24siff8fXFx6IcL9e/f36RPn95Ur17d5M6d22TOnNmMHj36rt3vYlsYIiIizLlz5x5XqcnWwIEDja+vr3nhhRdMjhw5TJEiRUz79u2t9fFNTTFhwgTToEEDkzFjRq4v+n8rVqyId3ns/jtx4oQJDAx06toUe/aVY/XeYvfj7T0u9u/fb/LmzWu2b99uAgMDjaenp9m5c6erSkyytm3bZn799VenwbxiYmKsz8q///7bDBkyxKnVe+7cuea1115jYKT7cPLkSePr62vSpk1rihYtajZu3OjUwnLq1ClTokQJky9fPtO7d2/z/fffm549e5rs2bPTpTwR5s+fb/z9/c2WLVusVr/y5cub8uXLW9sEBQWZjBkzmtdff92sXr3anDp1ygQGBpoSJUrQ+yUep06dMh4eHqZVq1bWsqioKLNp0yYzf/58a0yMv/76y1StWtUUKlTIBAQEmNq1axtvb2+6OyfC2rVrTbZs2cyaNWtMWFiYmTdvnqlXr57Jnz+/+emnn8yxY8dM0aJFTa1atcykSZOMMbd+E3Tq1Mm0adOGVlpza0rAdOnSmbx58xqHw2FefPFFs3DhQmv9xYsXTY4cOUyHDh2MMcZ88803xsvLi8uiHgCh+z/qr7/+Mk8//bT55ZdfrOvdunfvbgoUKGC6dOliXbcZXyi8s2sf4nfixAlTqFAhayCqS5cumQ8//NDkypXL1KpVy9ruzgGAtm7dapo3b27++OOPx1pvUtWzZ0/jcDjiXA8b+2V57Ngx4+PjYzp37hznC5Qv1P/ZtWtXvD+Mbw+H+fPnt0YjDw4ONrlz5zbZsmUz3t7eBO54vPPOOyZfvnwmS5YsxsvLywwePNgY87/j7vjx4yZdunSmRYsWTqH7q6++Mq1atTL79u1zSd3J0fTp003jxo3NpUuXTKFCheIN3sbc+ryoWrWqyZMnjylXrhw/DBNp2rRppn379iY8PNz63l+xYoXx9/c3Bw8etLb78ssvTa1atYy7u7spUqSIyZo1K4Om3cWPP/5oMmTIYAW+5557zhQoUMCkSZPGeHh4WJ8Z//77r1m9erXp37+/+eijj5z2ORJ2r9H1V65caU6ePGleeuklkz17dpMrVy7zzDPPcMLz/61fv97kyJHD/PLLL+bixYtm3bp1pnLlyqZcuXJm/Pjx1nZLly51Oikfe6kE7g+h+z9q7969Jm3atHGmWvnggw9MiRIlTI8ePZymWpk/f77Zvn374y4zWfvrr79M1qxZnX5YX7161SxcuNDkzJnT1KtXz2n7zz77zDrZcWcQ/6/q3bu3SZcuXYIf8P/++6/JlCmTadeuXbwniHCr1fXo0aMmR44c5vPPP3e6du32Exd+fn6mRYsWJioqygqIS5YsMTlz5uRHdTw++ugjkzFjRrNixQqzadMm89VXXxmHw2G+/vprY4wxISEhxtfX17z++uvxHpuMMXB/5s2bZwYOHGiMubXv7ha8b9y4YU6fPm3CwsJcUWqyNG3aNDN37lynZevWrTNeXl5xxhU5f/681cOD8QjuLioqykyZMsXkz5/fpEmTxlSvXt2sWrXKHDx40Hz88cfG4XCYyZMnu7rMZOtuo+t36NDBlChRwuzbt8+EhYWZHTt2mCFDhpgvvvgizvgP/1Vz5swxhQoVchoUbd++febVV181JUuWdArexsQdyJKGjftD6P6P+ueff0yZMmXMpEmTnLpCGmPMqFGjTIECBczMmTONMcbs2bPHFChQwHTq1MncuHHDVSUnO9HR0SZfvnzWyK6xIiIizLx580zBggVN3759jTG3uk5WqVLFVKtWzURGRiY4ovR/yYABA0yKFCnu2lK1ZcsW8+mnnxK472H37t3G4XAYd3d3M2rUKKcz1pcuXTJZsmQx7du3d9qPscfglStXHnu9ycHrr79uvvzyS+v+5cuXTdOmTa3LR3bu3Gn69esX59jkvf1g7hy9+V7BG/cv9mRv7L5cv369yZgxozl+/Lgx5n/HbnyDAiJh586dMwMHDjStW7eOc5Kia9eupkSJEub69ev0IrxPMTEx5uTJk6ZatWoJjq5ftWpV63cW/if2vbx582aTI0cOs379eqf1hw4dMm3atDHVqlWLsw4Pjqvf/6OyZ8+uwoUL6/3339fx48etgagkacCAAapataqGDBmiyMhIlShRQmPGjFG/fv3k6enp4sqTh5iYGElSmzZttHHjRi1atMhalypVKtWtW1evvPKKtm3bpkuXLsnf31/vvfeeZsyYoZQpUzJ4iqSwsDClSJFCGTNmlCRFRETos88+U8+ePdWnTx8dPHhQFSpU0FtvvWUNVoW4oqKiNG3aNHXo0EHjx4/XwIEDNW7cOEVEREi6NajMpEmTNGnSJKf9GHsMMshXXOHh4Tp16pTTAFK+vr7KmTOndu/erYiICJUuXVoffPCBtU+NMZLEe/sBpUmTxvr3zZs35eXlpV27dunmzZvq0qWLNm/ebH3u4sGkSpXK6f6RI0eUK1cu5c6dW9KtY3fw4MHq27evbt68aR3TuLtMmTLp7bff1ieffKLs2bNL+t/nQZo0aeTj46PUqVNbA6siYZs2bdKxY8ck3Toe/f391aJFC33//feaPXu2QkNDrW0rVKigli1batq0aU7L8b/vIT8/P2XOnFmzZ8/WpUuXrPUFChRQnz59dOnSJf3444+SxPv9UXBt5ocrxJ7FjoyMNCVKlDDlypWz5tyNbZW5fPmy8ff3T3AAKyTO4cOHTeXKlU2DBg3MunXrnNadOHHCeHh4mGXLlrmmuCTq9pbAZs2amUKFCpnLly+bOnXqmGLFiply5cqZzJkzm8KFC5v58+fTcngPkZGR5q233jIffvihMcaYMWPGGIfDYUaPHs3crw/h9sH5Yrvm9evXzzRs2NAYQ4v2w0jMvov9rrp27Zp5+umnTfbs2c3mzZvtLu0/ZciQIaZChQrW/b59+xp3d3drADDc2916Yd28edO0b9/evPHGG/Rwu4fo6Ghz9OhRU6FCBTNo0KA4PQYGDBhgUqZMaT766COnAVW3bt1qypYtay5duvSYK06aJk2aZPr372/eeOMN67KxpUuXGofD4dQLLvZYnDt3rkmXLl2cXgR4MLR0/wfFTv+VMmVKffPNNwoNDVW9evV05MgRq1Xm6tWrSpcundKlS+faYpMxY4zy58+vzz77TMeOHdOoUaOsM4aSlDFjRpUrV07p06d3XZFJkMPhsM6ofv311/L391f69OkVFRWlBQsWaPPmzfrnn3+UIUMGjR49mpbDe0iZMqWCgoLUt29fSVKfPn00ZswYBQUFafz48VaLN+5PpkyZrH/HTply8OBB+fn5SfpfS8K0adO0fv36x19gMrRmzRpdv349zns6thfW7cdqihQprBbvLVu2KEeOHMqSJctjrfdJEruPb+8t4O3trcjISEVHR6t///4aP368tm3bphIlSriqzGQldsrAU6dOacuWLU4thdu2bdObb76pxYsXq1evXvRwuwc3NzeFhYVp27Ztmj59uiZOnKhTp05Z60eNGqU+ffpo5MiRGjp0qNasWaPTp0/rhx9+UFRUFPtW0sCBA9W/f3/t3btXv/32m6pUqaKBAweqUqVKmjx5sgYOHKhPPvlEFy5ccGoJz5cv339+SrVHxsWhHy5y+9nXP/74w5QoUcLkyZPHfPDBB2b+/PmmT58+xt/f3+mMIe7P7fv4wIEDpnLlyqZ06dKmS5cuZuHChaZbt24ma9ascUblhnNL1549e8zIkSPjXFd44MAB4+bmZn799VdaCBLp9utex44da7V4336NNx5c9erVzbvvvmvdDwwMNA6HI85AVIirR48epnjx4nFasBIaXT9W7OcsnwEPLnYfHz161AwcONBcvHjRGGPM999/b4oUKWKee+454+XlZXbs2OHKMpOkdevWmZ9//tls3LjRaXns9fHHjx83KVKkMEOGDLHW/f333+btt982ZcuWZZDKRIqIiDA9e/Y0HTt2NMOGDTPZs2c37777bpzPC0bXj9+xY8dMqVKlzOrVq63fAUOGDDH58uUzbdq0MYcPHzZTpkwxDofDdOzY0SxevNj8888/pk+fPqZEiRLWZwIeDqH7CbZhwwazYcOGOCOUx34ZHDlyxAwdOtQYc2t+3g4dOpgyZcqYXLlymVKlSjHVSiLF92Mv9ofgsWPHzNtvv20iIyPN33//bUaOHGmeeuop89RTT5lSpUrxZfD/EjpWjbm1f28fcTvWzz//bAoUKMCJoYcwduxY4+HhYYYMGULwfgQqV65sdePv3bu3SZMmDUElEQIDA423t7fZsGGDMeZ/n6mxYfDO0fXjQ+i+u9hupZ06dTJ79uyxLi25fR/7+vqa1q1bO52cK1u2rHE4HHQpj0ffvn1NhgwZTK5cuYzD4TCtWrVyuozs6NGjJlOmTKZDhw5xjtvg4GDrsj7cW1RUlBk4cKAZMWKEMcaYQYMGJRi8z58/b7Zv387o+rc5fPiw8fb2NsuXL3daPnHiRFOyZEnToUMHc+3aNbNo0SJToUIFky5dOlOgQAGTLVs2ssAjROh+QvXt29dkyZLFZM+e3aROndq89tprZu/evU6tBrHzx97+ZXD+/Hnzzz//cP1LIvz888/mxIkTxhjnH3x3zh/dqVMnp30cHR1tLly4wKjQ/y+hY/VuwsPDTZ8+fcyzzz7LD5eHNGLECJMhQwZz/vx5V5eSbMXExJjo6GhTp04d06pVK9O/f3/j6enJ3OaJMHLkSONwOMyBAwfirIuOjjbR0dEmffr0cUbXR+IFBQWZ9OnTmwYNGpiiRYsab29v884771jTJv3zzz8mS5YsTuHw9pG0Y7/n8D+rV682OXLkMBs3bjTHjh0za9asMXnz5jVVq1Y106dPN8bcakns3LlzvLNC4P4dO3bMaf8lFLzZx3H9+++/plKlSuajjz4yN2/edHp/T5gwwQQEBJjPPvvMGHNrusvff//dbNy4kWu5HzFC9xNo2bJlJkeOHGbTpk1mz549ZunSpSZjxoymSpUq5ueffzbBwcEmc+bMTl+wTLeSeNHR0SY4ONhUrlzZaZqK2z/oz549G+/80XwZOLvbsbp06VJru9v3208//WSaN29ufH19ze+//+6Ksp84nLh4NFauXGkcDodxOBwE7kQIDw83PXr0MEWLFrWmpYmOjjaTJ082AwcONIMHDzbXrl0zmzZtoifGA0qoW2n+/PlN27Ztzf79+82hQ4fM8OHDnebqNebug4D9102fPt0UKVLEaZ8dOHDA1K9f31SqVMksXrzYhdU92W7f5++++26CLd7/dbt27TKXL1+27vfo0cNkzJjR+t10e/Du168fJ98fA0L3E2jSpEmmRIkSVjdyY/73xVutWjUzatQo069fP4L2Q9izZ49JkSKFKVKkiOnRo4f1YR8bDn/99Vfz+eef86PlHu52rFapUsWsWLHC6YshOjrazJ8/33Tu3Nns27fPFSUDCYqJiTEzZ840Bw8edHUpycaZM2dM586dTevWrc22bdtMzZo1TenSpU2BAgVM7ty5TdasWa0fiXxn3b97dStt3769OXv2rIuqS75Wrlxp8uXLZ10iFvs9dfjwYVOnTh1Ts2ZN88cff7iwwifb7b+t3n33XZM7d24TGBhIy6y59T109OhRkyNHDvP555879aqsVq2aKVCggNV7Jfa4DQ8PN3nz5jWLFi1ySc3/FYxe/gRKmzatIiMjdebMGUlSZGSk8uTJo0WLFunChQvatm2bAgMD5ebmxrx7DyAyMlIzZsxQ8+bN1apVK61bt06jR4/WqVOnrBEfK1WqpO7duzN/9D3c7Vi9cuWKxowZo8uXL0uSfvjhBx0+fFgvvviiPvvsMz399NMurByIy+FwqE2bNipUqJCrS0k2smbNqgEDBig8PFzVq1eXJM2aNUu7du3SypUrVaJECb388su6evWqNUo8Es/Hx0fFihXTgQMHFB0drejoaElSp06d1LlzZ61fv15z5syRJOY5v4ft27frt99+09atW1WxYkWFh4dr2rRpkiR3d3fFxMQof/78GjdunP7880998803Lq74yXHn6PopUqSw/j18+HC99NJL+umnn/jNpVvfQ6GhoTp16pR69uyp8ePH6/r165JuzQjj6+urWrVqac+ePdZv1itXrsjHx0dp06Z1ZelPPlenfjx6x48fN97e3iYoKMhaFtsd5++//zZp06Y1gwYNclV5T4SgoCBrlOIhQ4aYYsWKxdvijbu727F69OhR4+3tbQYNGmQuX75sMmfObF5//XW6mQJPoD///NMEBgbGGRhx4cKFJlu2bGb//v0uqiz5ud9upZkyZeISk3t45513TL58+UyWLFmMp6enmTBhglmzZo1xOBzWtbDG/G/ffvfddyZ37tzm1KlT/B54SHeOrn/7sX177xd6bNwSGRlp3nrrLdOxY0czYcIEa5aS239bVa9e3WTKlMm8++675uuvvzaBgYHGz8/PnDx50sXVP9kI3U+oadOmGYfDYSZOnGgti+3CO3nyZFOqVClz9uxZvgwe0KVLl5z23dChQ83TTz9N8H4A9zpWS5YsaYwxZu3atebw4cMuqRGA/W4/oRb7+fnTTz+ZQoUKMbViItCt1B4fffSRyZgxo1mxYoXZtGmTFWRmzJhhxo0bZxwOh/n888+dAuDy5ctNmTJlGDA1kR50dH1juOzkTrGhO3YmjTFjxhiHw2FGjRrldClf7969TZUqVUzevHlNxYoVGaX8MaAfxhOqZcuW+uuvv9SlSxdJt7qSpUqVSpLk7e0tSUqTJo3VtQSJY4yRw+FQunTpJElRUVFKmTKlhgwZIkmaN2+eJCkoKEh+fn7W9khYYo7Vq1evqkaNGi6rEYD9PDw8rH87HA5FR0dr2bJlypYtm3x8fFxYWfJwZ7fSq1ev6q233pKXl5e+/vprvfzyy6pVq5bmzp2r4sWLS6JbaWIcOHBAI0aMUL169SRJTz/9tFasWKH169fryy+/1JUrV/TWW29Zlz8VKVJE69atk5ubm9WdHwkbOHCgvvrqK1WsWFEnT57U7Nmz9dZbb+nVV19VwYIFderUKVWoUEHNmjXTxIkT41xmwmUnzlKmTKmgoCBly5ZNktSnTx85HA717dtXkqzPhLFjx+ry5cuKiYlRihQp+Ix9DAjdTygPDw8NHDhQktS1a1cdOXJEbdq0Ufbs2bV7926lSZPGukYGCdu4caOkWx/qlStXtgJ0bJhOmTKlYmJi5ObmZgXvRYsW6Z133tHIkSOtDz0k7F7Hatq0abnWEPiPmTFjhtasWaMlS5Zo/fr1/CBMhKioKE2bNk0dOnRQ2bJl9eabb8rhcCgwMFB58+bVnDlz1KFDB9WpU0ddu3ZVQECA/vjjD/37778qUKCAq8tPksLDw3Xq1Cm9+OKL1jJfX1/lyJFDmzdvVooUKTRo0CAVKFBAAwYM0A8//KA0adLo+vXrWr58uXx9fV1YfdJ3/PhxrVixQnPnzlWNGjXk5uamoUOH6ttvv9XJkyc1YMAApUyZUt27d9eAAQO4ZjuRYn97xv4+7d27tySpb9++cjgc6tGjh7y8vKwGJDweHL1PMG9vbw0dOlRFihRRz5499d133yl16tQKCwvTihUr+BFzD/369dOMGTOUIkUKXbp0SS+//LICAwNVrFgxORwOK3i7ubk5Be9r167p119/pYX7PnCsArhdqVKltGTJEm3cuJFBE+9ToUKF1KVLF129elX9+vWTMUaBgYEKCAjQunXr1KdPH61bt07ffvutsmTJomXLlsnf39/VZSdJnp6emjFjhjJlyiTpf73b0qZNq2zZslkDqL388suqXLmyQkJCdOPGDRUoUEA5c+Z0cfVJX0REhI4cOaLIyEirxXro0KHKnj27JkyYoLFjx+qDDz7Qu+++6+JKk6fbewHEBu933nlHN27cUFBQkFPvItjPYQzDV/8XhISE6MCBA4qIiFCJEiX4gr2H5cuXq1OnTvrhhx+UNm1ahYSEqF27dipSpIgGDBigRo0aSZJT9/Ho6Gi5u7tLks6fP299SeP+cKwCkP4XcJB4Z86cceph9dFHH6lv374aOXKk1a1UEt1KH1Ds93zTpk2VOXNmTZkyxVo3Y8YMFSxYUM8884wLK0we1qxZo4oVKyoiIkLPPfecmjVrprfffluSrN9RX331lcaMGaPAwEB169bNatzAw3nvvff0ySef6NChQ8qYMaOry/lPIXQD8Zg8ebK++OILbdu2zbq++Pjx43rxxReVJk0aDRo0SLVr17a+HGLdvHmT7k8AAJe6PaDEBu9Ro0ZZ3UrxcGrUqKGqVatq+PDhkm61IsYGmfz587u4uqTtrbfe0vr167VixQr5+fnp7bff1rfffqu1a9eqePHiTg0Y/fv319dff62//vpLGTJkcHHlT46LFy+yP12AU0ZAPO5n/ui5c+fq999/lyQCNwDA5e7sVjpmzBgNGTJEH374oSIiIlxY2ZMhKirKGuizT58+mjhxorZv307gvofevXtr+vTpGj9+vPz8/CRJn376qYoWLapmzZrp5MmTcnd3twagGz58uHx8fLRp0yZXlv3EIXC7BqEbiEelSpUUEhKir776SpKUKlUqRUVFyd/fXwsXLtS2bds0btw4hYaGqlu3bvryyy/5IQMASJJ69+6tQYMG6fPPP9fVq1ddXU6yZYxRTEyMvLy8tGfPHg0YMEBffPGFNmzYoDJlyri6vCRt1KhR+uSTT7Rt2zZVrVpVkqxBUqdOnapcuXKpWrVq2rNnj3XZHqPr40lC93IgAdOnT1eHDh301VdfqVOnTpJutXinSpVKU6ZM0RdffKHdu3dr3bp18vf35ww3ACBJo1vpo7Fq1SprCrEdO3aodOnSLq4oaYuIiFDfvn21du1affnll3r22WcVExOjqVOn6sSJE3Jzc1PdunX15Zdf6qefflKPHj2s0fVnz56trVu3Mr4Lkj36wgIJYP5oAMCThMD9aNSuXVszZsxQ+fLlVahQIVeXk+R5eHjonXfeUWRkpCZNmqTUqVNrwIABunz5ssLCwuRwODRp0iRt2bJFpUuX1oIFC/Tvv/8yuj6eKLR0A3dx5coVjRw5Uh9++KF69+5tzR89duxY/frrr1q2bBkjvwIA8B9z++wlSJzjx4+rT58++umnn1SxYkWNHz9e/v7+OnXqlLp27aqLFy9qx44dunHjhiIjIxldH08UQjdwDxEREfrhhx/Us2dPeXl5Oc0fXapUKVeXBwAAkCwcOHBAU6ZMUWBgoHLkyGEt//HHH9W5c2f9X3v3HpZ1ff9x/HmDHBIVUVQEJFi2gVcXSUswmyNPeGiOprBAUfEUzcRhtixyCSIeukptqJtTC5oGyw5YeZjZiijdymvC5RITOcnR0kQhEBT4/cGP77y9bzyUzGvyelzX97q4P6fv53vzB7y/n9PHH3+Mn5/fLeyhSMdQ0C1ynXR+tIiIiMgP09DQgIODA/CfGQN79+4lLi6O/fv34+npeYt7KHLzaU23yHXy9PTUHwIRERGRH6At4AYwmUw0NTWxa9cu3NzcNJ1cblsKukVERERE5L8uLS2NDz/8kPfee4+srCwF3XLb0jndIiIiIiLyXxcQEEBdXR3Z2dn4+/vf6u6IdBit6RYRERERkVvi4sWL2NnZ3epuiHQoBd0iIiIiIiIiHUTTy0VEREREREQ6iIJuERERERERkQ6ioFtERERERESkgyjoFhEREREREekgCrpFREREREREOoiCbhEREREREZEOoqBbRETkNhcbG0tGRgYA6enpfPLJJ+2W/fbbb0lMTKS+vr7D+7Vt2zZSUlIs0tevX09kZCSXLl36wff4+9//jre3N01NTWbpzz33HLNnz7Zap6WlhUuXLn2vS0RE5EpdbnUHRERExJy3tzfe3t58/PHHN6W9PXv24OzsDEBVVRUzZ84kOjqatWvXcscdd5iVXbFiBQcPHmTp0qVm6RERERQXF1ttf/78+URFRVFdXU11dbVFvqenJ126WP7L8emnn1JWVkZsbKxZ+v3338/ixYuZPHkyb7zxBklJSSQnJ1/1GT08PCgrK6OqqooLFy4Y6cXFxZSUlFBcXIytra1ZelVVlcUzubu7c+DAAUaMGHHV+7WnpaXle9UTEZHbl4JuERG5LaWmpjJz5kzjs52dHf369SMwMJAZM2YwceJETCbTLezhrbFw4UKCg4N59dVXsbOzM8s7efIkGzZs4MKFC8Z3M2PGDFJTU5k1axbl5eXMmjWLP/3pT/Tu3RuAZ599lvPnzwOwbt06EhMTLe5ZVFSEt7f3dfdx6NCh7Nixgzlz5nDy5Eni4uKIiopqt/w777zDhg0bgNaXA1lZWRZlBg4caLWuj4+P2efDhw8DYG9vz5dffmmWd+LECRYtWsTOnTst2snJySE8PPzqDyYiIp2Sgm4REbmtrV69Gn9/fxobGykpKWHXrl2EhoYSEhJCRkYGLi4ut7qLN8W1XiAkJydbjBavX78eaA2sN2/eTEREBFOmTGHr1q3k5+czZMgQpk2bBkBISAifffYZjo6OzJ492xi5XrJkCT169DDaDAwMNILe48ePc++993Lu3DmOHTtm0afq6mq+++47I8/X15ekpCRsbW2Jj48nPz8fJycnAFxdXdt9tv79+xs/79u3j+bmZlpaWjCZTOzZs4dJkyZRW1trNtIdGxtLeXk5b7/9tllbDg4OZGVlYTKZGDhwIKdPnzby7Ozs+Oqrr+jZs6dZnW7dupmVExERuZyCbhERua0FBgby0EMPGZ9jY2PZu3cvkydP5uGHHyY7O9ssGPtflZeX127e2LFjmTBhAr/97W+t5js7O/Pss89y6NAhIiMjSU1N5eWXX+aee+6htLSUnJwc7rnnHpKSkoiMjCQ/P5/GxkZKS0s5ceIEXl5eRlsmkwlHR0egdbQYWkeirY2At/Hz8wPg4sWLfPXVV0ZA7+TkREFBARcvXrRaz9fX1yKt7Z7h4eF4eHgwZ84cVq5cSdeuXc1eTISFhVFTU2P01Zra2lr69OljkX5lWkpKCvfff3+77YiISOemjdRERKTTGTduHKtXr+bgwYOkpqZiY2PDnDlzLMolJCRga2vLyZMnKS4uxmQykZCQwPr16/Hx8cHJyYmJEyfyzTffcOLECcaOHUu3bt3w9vZm5cqVFut7i4uLmTlzJu7u7tjb2+Pu7s7cuXOpqqq6an9rampYvnw5/v7+dO/eHTc3N6Kiovj666+NMr6+vtja2rJ582buvvtufH19jcvOzo6vv/7aLM3X15d3332XXr160b9/fyZOnMiwYcPYsWMHBw4cIC8vj6FDh5KSksKGDRsYM2YMp0+f5qWXXiItLY3Bgwfzq1/9irCwMH72s59dtf/R0dG0tLRYXDExMTz88MPGZ2vrvoODg/Hz87N6XW3jsgULFvDWW28RGRlJWFgYaWlpmEwm4xo3bhzh4eHG57aN5i7XrVs3s/5+8cUX2NraWjzH/Pnzr/r8IiLSuSnoFhGRTmnatGnY2Njw9ttvM2rUKN58800aGhrMyvzlL39h3LhxZiO5GRkZ7Nu3j9WrVxMTE8P777/PlClTCAkJITAwkK1bt+Lj40N8fLzZ2t/jx4/z05/+lN27dxMXF0d6ejqPPfYY6enpPPDAA3z77bft9jU3N5ft27czffp0tm3bxvz583njjTeYO3euWbmamhr++Mc/MmvWLIs2MjMzzUbDly1bxuLFi41gMzg4GF9fXyZMmEB8fDyOjo68+OKLDB8+HFdXVyZNmsSSJUvIz8/niSeeIDg4mOrqajIyMrCxufa/E2fOnLG61vp67NmzxyzIvdqo/qlTpygsLGT48OEcOnSIgIAAY/25i4sL+fn5FpeNjY3ZFPnLRUVFGYH5kCFDaGpqMgve3dzcvtcziYhI56Hp5SIi0ik5OzvTp08fioqKWLZsGfv372fXrl1MmjQJgOzsbAoLC1mzZo1ZPZPJRGZmJjY2Nvz617/myy+/ZN++fTz33HMkJSUBrQGsu7s7O3fu5JFHHgFaNzCrq6vj6NGjxuZdkydPZtiwYYwdO5Y1a9awfPlyq3319/fnyJEjxkhwaGgoeXl5/PWvf+XixYvGhmj33XcfW7duZcqUKdx5550sW7bMaKO5uZlFixaxe/du1qxZw9KlS0lKSmLBggVm99q+fTuffPIJdXV1hIWFkZuby9SpU4mNjSUwMJCZM2cyYsQIsrKyrO7U/c9//tPq+vKUlBQ2btxIYWEh3bp1u+bv53Lfffed2a7oNTU17ZZdt24dGzduZNOmTURERPDaa68ZeTY2NhYbqtXX19Pc3GyxTrvNn//8Z2Pte05ODqNHjzZbv309LxxERKRz018KERHptC5duoS9vT2hoaH069eP7du3G3lpaWl4eHjwi1/8wqzO2LFjzQKtgIAAACNYB3Bzc8PV1ZXy8nIAGhoa+OCDDwgNDbXYLTskJARPT08+/PDDdvvZo0cPbGxsOHz4MK+99hpLly7l6NGjNDU1WUxNj4yM5OmnnzYbOW9paWHy5Mns37+fRx55hKeeeoqXXnqJJUuWWNwrKCiIqVOnYm9vz+OPP46/vz8AFRUVHDp0iHnz5hlrsLt3747JZDILou+9917y8vLIy8tj9+7dRvq8efOoqakxAtgbERYWhouLi3EFBga2W3bFihUsWrSIKVOmWJ0yfqW2ANrahnoNDQ3U1dUZZ3C3nfV9+bncjY2NNDY23vAziYhI56GgW0REOqWKigrOnDnDoEGDsLOzIzo6ml27dnHu3Dnq6+vZsWMHs2fPtthk7coR0baNuHr16mWW3rVrVyMYO336NBcvXuTOO++02hd3d3fOnDnTbl+zs7Px8fExjvoqKyuje/fuAEYgeLlVq1axfv16vvjiC0aOHElhYSG+vr48+eST7Ny5k8TERJ588kmr9xo4cCAPPvggXbp0YfTo0QwYMACAV199lREjRlBZWUl2djYABQUFVFZWUlhYaPZ9tK0Zv/wFQ9++fZk2bRpr1641O0f7erz++utUVlYaV9v9rTGZTDz//PO8//77BAUFUVdXZ1GmtLSU6upqLl26xLvvvoujoyM/+tGPLMqlp6fTp08f4xo9ejRNTU1maX369GH//v039DwiItK5KOgWEZFOaePGjUDryDDA3LlzaWxs5K233iIzM5Pa2lpmz559U+7Vs2dPbGxsKCsrs5pfUVFBv379rOa1tLTw6KOP4uHhQUVFBR999BFbt24lKCio3fsVFBTw6KOPEhQURHV1tTGKm5iYSFBQECkpKRw5csRq3c8++4xXXnmFhoYG1q1bZ5xbfeDAAaKiooxRfGgNpN3c3Ojbt+91fQ+/+c1vaGxstDj/+lpcXFxwc3MzrqsdH9ZmwoQJrFy5ktGjR1vkJScn4+Ligp2dHXFxcbzwwgvY2dlx8uRJs3JXbgBnbSO13r17tzs1XUREBLSmW0REOqGMjAxWrVrFL3/5SyZOnAjAXXfdxahRo3j99dext7dn/PjxZhuo/RBOTk4MHz6czMxMSkpKzEa8//a3v1FWVtbucV5nzpyhsrKSiIgIYxr3pUuX2Lt3r0XZoqIikpOTSUtLw8vLi23bthEZGcndd98NtJ5B/c477zB06FBGjhzJnj17zI66qq2t5cSJE5w/f964R0lJCdD6kqKpqYmysjJOnToFtL4s6Nq1K4CxWdnVBAQEUFxcjLOz8/V8bYbx48ffUHloHc1OS0tjxYoVFnmrVq1i4cKFNDc34+HhQY8ePaisrMTb25t//OMf12y7rKyM8vJyY7bEgAEDjKUEIiIiV1LQLSIit7XPP/+cCxcu0NDQQHFxMTt37uSjjz4iPDyc1NRUs7IxMTFMnToVk8nEjh07bmo/1q5dy/DhwwkKCuKpp57Cx8eHI0eO8OKLLzJkyBCeeOIJq/VcXV3x8vLilVdeYeDAgbi4uLBlyxazs6vPnTvHokWLSEtLw9nZmTVr1vD4448bG6xdrn///mRnZxMSEsKwYcN4+umn+f3vf4+DgwPl5eU888wzBAcHM3jwYPbu3UtcXBwA3t7eFm395Cc/MX5OT08H4MKFCxw7dgxofQlwpRsNuAE2b95s9Vgya0eMtVmxYgW9evVi3rx5Fnk9e/a0GJ2uqKigpaWF/v37U1BQcNX+HD9+nDFjxmBra0tMTIyCbhERuSoF3SIicltbvHgx0DrK269fP4YNG8YHH3xgddpxaGgoPXr0wMHBgQkTJtzUfgQEBPD555+zdOlSVq1axfnz5xkwYACxsbEsWbKEO+64o926mZmZLFiwgN/97nf07t2bRYsWcfbsWRITE4HWkfSDBw8SGxvL888/bxFQNjc3m+0o7uXlxaeffsr06dNJTk6moqKCTZs2cfjwYV544QWrfbh8p/Jjx47h5+dHTU2N2SZqCQkJ5ObmGhutXcuV/bKmb9++3HXXXfj6+l53O0ePHmXLli2sXbvW+F5NJpPV3dbblJaWYm9vj4eHR7tBd9euXRk8eDAjR46kqamJlpaWa/ZfREREQbeIiNyWoqOjiY6OvqE633zzDefOnSM+Pt5iAzVvb2+rQVtCQgIJCQkW6cXFxRZpgwYNuq4R9CvrBgQEWN087PL75uTkGCPbjY2NHDhwgN69e1NUVERpaanFedKurq7s3r2bLVu2MH78eN577z0cHR0JCAigpqaG6dOnU11dTUFBAQ8++OA1+9wmKCjImKJ9/Phx7rvvPmO396qqKkpKSnBycqK+vp6srCweeuihq7b3r3/9yyKtsbGRnJwcHBwcAHjzzTfN1sTHxcXh6enJY489ZqT17duXs2fPkpmZafXYsJdffpkHHnjA6GtDQ0O7AbUCbRERuREKukVERP7fH/7wB2PK8P+ay6eS29nZMWnSJM6ePYudnR0///nPmTZtmtV6c+bMAeDf//43zzzzDF26dMHFxYWKigpcXFzw8vJqd/T7SgsWLDDaA/jxj39MbW2t8Tk/P58RI0bQ1NSEyWTCz8+PhQsX3vCz2traMmrUKGprazGZTPj4+LBp0yagdQ18UVERy5cvx97e3qgzZswYwsPDmTFjBg0NDWbt2dvbM2jQILZs2WKWlpube919ys3NJSIi4oafRUREbn+mlqvNtRIREekEtm7dyqlTp0hISCA+Pt7qyPX/orY/8d93ZLajpk+37fx9+XnnN7Od+vp6HB0df9BzNzc3W8x2EBER+T4UdIuISKfXs2dPHBwciImJITExUdOHRURE5KZR0C0iIiIiIiLSQX7YvC4RERERERERaZeCbhEREREREZEOoqBbREREREREpIMo6BYRERERERHpIAq6RURERERERDqIgm4RERERERGRDqKgW0RERERERKSDKOgWERERERER6SAKukVEREREREQ6yP8BtUGamioZJUYAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "id": "82f9f32c096af69e",
   "metadata": {},
   "source": "#### 可以看出大部分模型的求解时间都在1s以内，因此只分析0.1s以上的模型"
  },
  {
   "cell_type": "code",
   "id": "f3b08094438d9e80",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:11.981138Z",
     "start_time": "2024-05-15T05:01:11.861252Z"
    }
   },
   "source": [
    "# dymola_time_dict去掉求解时间小于0.5s的数据\n",
    "dymola_time_dict = {k: v for k, v in dymola_time_dict.items() if '0-0.1s' not in k and '0.1-0.5s' not in k}\n",
    "dymola_time_list = sorted(dymola_time_dict.keys(), key=custom_sort_key)\n",
    "dymola_time_count = [dymola_time_dict[time] for time in dymola_time_list]\n",
    "plt.bar(range(len(dymola_time_list)), dymola_time_count, tick_label=dymola_time_list)\n",
    "plt.xlabel(\"Dymola求解时间范围\")\n",
    "plt.ylabel(\"模型数量\")\n",
    "plt.title(\"Modelica标准库模型Dymola求解时间分布\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "cell_type": "code",
   "id": "19a212547c26980d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:12.636438Z",
     "start_time": "2024-05-15T05:01:12.621607Z"
    }
   },
   "source": [
    "# 列出dymola求解时间大于1s的模型\n",
    "dymola_slow_models = [dymola_result.model_name for dymola_result in dymola_results if\n",
    "                      dymola_result.cpu_time_integration > 0.5]\n",
    "print(\"Dymola求解时间大于1s的模型数量：\", len(dymola_slow_models))\n",
    "print(\"Dymola求解时间大于1s的模型：\")\n",
    "for i in range(len(dymola_slow_models)):\n",
    "    print(dymola_slow_models[i])"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dymola求解时间大于1s的模型数量： 12\n",
      "Dymola求解时间大于1s的模型：\n",
      "Modelica.Media.Examples.R134a.R134a2\n",
      "Modelica.Magnetic.FluxTubes.Examples.Hysteresis.InductorWithHysteresis\n",
      "Modelica.Mechanics.MultiBody.Examples.Elementary.RollingWheel\n",
      "Modelica.Mechanics.MultiBody.Examples.Loops.Fourbar1\n",
      "Modelica.Mechanics.MultiBody.Examples.Loops.EngineV6_analytic\n",
      "Modelica.Magnetic.FluxTubes.Examples.Hysteresis.SinglePhaseTransformerWithHysteresis2\n",
      "Modelica.Magnetic.FluxTubes.Examples.Hysteresis.ThreePhaseTransformerWithRectifier\n",
      "Modelica.Mechanics.MultiBody.Examples.Elementary.ForceAndTorque\n",
      "Modelica.Mechanics.MultiBody.Examples.Elementary.PointGravityWithPointMasses2\n",
      "Modelica.Mechanics.MultiBody.Examples.Rotational3DEffects.GyroscopicEffects\n",
      "Modelica.Mechanics.Rotational.Examples.HeatLosses\n",
      "Modelica.Fluid.Examples.AST_BatchPlant.BatchPlant_StandardWater\n"
     ]
    }
   ],
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "id": "d59ea9e7706adbee",
   "metadata": {},
   "source": [
    "#### 统计ZQ求解时间并画图"
   ]
  },
  {
   "cell_type": "code",
   "id": "13944849273495f4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:13.996487Z",
     "start_time": "2024-05-15T05:01:13.873992Z"
    }
   },
   "source": [
    "zq_time_dict = {}\n",
    "for zq_result in zq_results:\n",
    "    time = zq_result.time_jmi_ode_cvode_solve\n",
    "    bucket = bucket_time(time)\n",
    "    if bucket in zq_time_dict:\n",
    "        zq_time_dict[bucket] += 1\n",
    "    else:\n",
    "        zq_time_dict[bucket] = 1\n",
    "\n",
    "zq_time_list = sorted(zq_time_dict.keys(), key=custom_sort_key)\n",
    "zq_time_count = [zq_time_dict[time] for time in zq_time_list]\n",
    "\n",
    "plt.bar(range(len(zq_time_list)), zq_time_count, tick_label=zq_time_list)\n",
    "plt.xlabel(\"zq求解时间范围\")\n",
    "plt.ylabel(\"模型数量\")\n",
    "plt.title(\"Modelica标准库模型zq求解时间分布\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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PlSsXgoODsXbtWkycOFEZ3kF/4cCJEydw4cIFNGjQAI0aNUKXLl3Qp08fODg4IDw8HI6OjnB0dISlpSWyZcsGR0dHPHv2DI6OjgZDaDx58gRly5bF+PHj8fXXXwMARo8ebdAzU7NmzRRt+vPpEhISkClTJlhaWuLKlSuYP38+fv755zSvhH3d7NmzUapUKeTOnRuTJk3Cv//+izVr1gB41bv1em+MVqvFjBkzlOcnJSWhXr16uHHjRprnrum1aNECVlZWyJEjB16+fJlqL96yZcuwfPlyBAQEwMXFBQBw+/ZtXL9+Hd99953BFbWZM2dGs2bNUn2tOnXqYObMmYiJiVF67XQ6HRo1aoTQ0FC0atUKHTp0gJeXF+bOnQuNRmPw/NKlS6Nv374AXp2bp681Li4OO3fuxOTJk2FjYwPg1VXC+qFG9FcuOzo6Kr2j586dU9bboUMHODg44Jdffnnjzyo1Pj4+Bj2/+fLlS3PZvHnzonLlypgzZ45SR6tWrVC9evUUvbf6i0myZs2KTJkyGeyX/v3748SJE7Czs8PPP/+M4OBgZcqePTumTJli0PammogyAoMd0XuwtLSEj48PDhw4gFOnTkGr1WL27Nno3Lkz8ubNm2L5Bw8eKIfzXpc/f37odDpERkYiPDwc8fHxqZ7U/fphLf1J+I0bN0b27NmVSf8h9PqVmml58uQJXr58meowH3r37t1D7dq1UaJECUyePBkXLlxA9uzZAUA5zDRq1Ch06tRJOUF+ypQp2LFjB+7cuYOyZcti165dButcs2YNKlasmGLA2/Xr1yM4OFgJMe/q+fPnSm179uxBYmIi2rZtqwSNoUOH4tq1aynGOtu0aRPCw8Mxbtw4DBo0CMCrMBIYGKgcukseWJJPycO8paUlevbsiV27dsHNzU1p1x/a69u3L+Li4gAAM2fOxJ49e3Do0CGEhISk2OYbN25gwIAB6Ny5M9q3b6+06/d9aj+jNx3+7NevH9atW4fg4GC0adMG+/btg6OjIyZMmIAtW7agS5cumDFjRopQBwAFChRAgwYNALy6WrZ48eIAXg1lkjt3bjx48MDgauEHDx7gwYMHyrBAlpaWKFmyJEqWLKk8F3gVRr28vLBkyZJ3HuR30qRJyuskf/03KVCggFJHREQEihcvrjzWT/q/4dd/lkOGDMGSJUuwYcMG5MyZEw4ODnBxcVEmCwsLODo6GrSl9wsF0cfCYEf0nvRXFM6YMQN//fUXnjx5gsGDB6e6rIODQ5pB6/79+8iUKRNy5coFR0dHWFhYpDq6//379w0e66/UW7RoEQ4dOpRi+u6779K1HforHF9ff3JDhgzBhQsXcPXqVZw8eRIrVqxAx44dlflPnjzBvn374O3trbRpNBrky5cPM2fORLFixZRQoNeyZUvkzJlTGcRWb82aNWjevLnBh+rYsWMNgtSRI0dStOkH+n3y5Aly5coF4NW5aq/3xgwbNgyurq4p2hs0aIDw8HDlvDo9/TAuhQsXxrVr1yAimDNnDpo1a6b0Fi5dutSgZ6ZXr14oWbKkQU9qbGwsQkNDMXfuXERGRiImJgZOTk6oXLkyypcvn2J4nPj4eLRv3x558uTBnDlzDOblyZMHAAzG8dN7Uzh6+PAh+vfvrwz0q/8C0adPH7Rq1QqrVq1KcbcNvQsXLuDXX38F8OrcNv0dPI4ePYoOHTogX758SiBycHBAvnz5kC9fvlRD4ut69OgBa2trnD59+q3LJmdnZ6e8TvLXTw+dTocrV66kGJMQeHVOrKWlpcGV1vHx8Thy5AgWLFiAevXqvVOdRJ8Shzshek82Njbw8vKCv78/Ll++jGbNmqU5lMaXX36JsWPHYt26dcrhReBVCPn777/RsGFDpaerbNmy2Lx5M6KiopQxuhISErB8+XKDdeoHdg0LC0sx+KuIpOsDFXgV7KpXr45Nmzbhzp07qfYWXrhwAW5ubgY9UFu2bFH+nzt3bixatChFr194eDjmz5+P3377LUU9mTNnxuDBgzFq1CgMHz4cjo6OePDgAQ4ePIgNGzYYLPvDDz8ovWgA0LZtW9SsWdOgTR8EL168iDJlykCn0yFbtmwpanJwcEDmzJlT7aEsWbKkwXYBwNWrV5VhN16/fdjr23T16lWcPXsWWq1W6TVMTVqH5yTZxTi+vr44d+4cDh8+nGJdLi4uyJUrF1auXAk/Pz+lVygqKgqbN29Osd7Hjx9j8uTJCAgIQPbs2fHrr7+id+/eykDOGo0Gf/75J2rVqoWmTZti3bp1aNKkifL8mJgY3Lt3D9u3bwfwqif03r17qFatGn788Uc8f/4cYWFhSk/ko0ePlC8ebxpnTi9v3ry4e/duupZNrl+/fga3BHsX+/btw6NHj1IdmiQmJiZFb13mzJlx4MABkx2fkkiPwY7oA3h5eWHy5Mk4e/YsZs6cmeZyPj4+WL16NTp27Ijjx4+jWrVqePDgAWbMmAErKytMnz5dWXbcuHFo2bIlatWqhUGDBiFTpkzK6PbJlSlTBp06dcLYsWOV8dc0Gg0uXryIo0ePYu/evenejl9//RUeHh747LPP4OPjg2LFiuHmzZu4d+8eZs6cicqVK2PZsmXw8/NDlSpVsHPnThw8eNBgHZ07d06x3kmTJiFPnjzo1KlTqq/bq1cvjBkzBjNnzsT48eOxaNEi2NnZ4csvvzRYLkeOHAaHHa2trVO06R09ehRt27ZF9+7d33jv1dTGOQsNDU1xbmOJEiXw/Plz5XFgYCBatGiB6tWrI1OmTFi5cqWyLn3AypIlS6r3sj19+jS+/PJLhISEvPGQ6bZt2/Drr7+iadOmiIiIUAIV8OruC0WLFsWoUaPg4+MDT09P9OrVCy9evMCMGTOQL18+PHr0CACQmJgIX19fBAQEQKPRYNiwYRgyZEiqr501a1bs3bsXzZo1Q7NmzdCrVy9MmTIFdnZ2uHfvHrp164bRo0dDo9Fg3bp1WLJkCc6ePYvq1aunGLQ3ee+sv78/8uXLh6SkJGXA4devzAXSFwBfN2bMGHz77bcp2tMaaDq5qVOnomzZsqhYsWKKeVFRUaneDSS9oe7FixewtbXF48ePERERkep4l0QZhcGO6AM4ODige/fuOH78OOrUqZPmcnZ2djh69CjGjBmDNWvW4Ndff0WuXLnQsGFDjBs3Dq6ursqyLVq0wNKlS+Hv749+/fqhQIEC6NevH5ycnFIcXl28eDGKFy+OZcuWYenSpciVKxfKlClj0JOVHp999hmOHj2Kn376CRMnTkRcXBzc3NwwdOhQAK+GVYmLi8Mff/wBAGjXrh2mTZv2xsFlQ0JCMGvWLMybN8/gA1Gn0yk9XdmyZUO3bt0wZ84cDBs2DAsXLkSbNm1SfIDGxMQYDPickJCQoi1Lliy4c+cOLl++jJYtWyJ//vwYNWpUiroWLlyINWvWpDrEhpOTU4o2jUaDbNmyQafTYfny5Rg4cCB+/vln9O7dG/Xr18eXX36JefPmoUKFCgbPc3R0TLEufXhxcHB4423EunTpAhFRBtJNbvTo0RgzZgwGDRqEpKQkzJkzB927d4erqyt8fX0REhKiXJxgZWWFM2fOoG3btpgwYQLy589vsK7k+wIAcubMiV27dqF///6YN28ebty4gb179+LEiRMGPXjJJT+vTavVwsbGBhcuXDC4U8iSJUsQHh5ucF/WN3m9rtQ4ODjA1dX1jQNO6weJfn1d48ePx/bt27Fz585Un3fhwoUPuv1XjRo1cPHiReh0Otjb27/TbdOIPphxLsYlIrXq0aOHDB8+XLRarSxdulSSkpLk2LFjcurUKdm9e7dkzpxZNm7cqCwfEhIi27dvl/v370v58uVlz549ButL73Anbdq0kaZNm0r58uXfWN/bhjvRK1y4sOzatUsuXLgg48aNk2LFikmOHDlk0aJFyjKxsbHSoUMH0Wg04uHhITNnzlQGCH7fadasWe/2A3+NfnBj/XAn+iFV9Pbv3y/nzp2Tffv2SY4cOWTIkCGprmfDhg1y7tw5OX36tFhbW0t4eLiIiPTp00cePnwoffv2lT59+hg8503DnSQfoFir1UrWrFnl4MGDIiISEREhR48elfPnz8vZs2elVq1a0rBhQ4N1vD7cSVqOHz8uQUFBcuHCBenWrZvBEDPPnz+X3r17CwCZOHGi0r5x40YJDAyUCxcuyOrVqyVbtmwyadKkN75OxYoVZcmSJQZt+gGKQ0ND5dKlS3Lp0iWD4WiIPgX22BFRhrC2tlZ6GMeMGYMdO3bAysoKdevWNTjUWrhwYeXQWfJhMJLT91K9zbfffmtwWPtjOHbsGP78809lQFr9VZ7Aq1turVixAj179sSMGTMQHx+PIUOGoGfPnu/9esnX/zG8fsh50KBBOHv2LCwtLVGxYsVUh+cBgFatWgF41Ss8YMAApa5s2bIhX758cHR0xLp169JVQ5s2bQx6raytrZWLXQAgOjoaderUUW7VVrhw4RTnlKZXly5dlEO+Tk5O+O233wAA165dQ61atRAfH48///zT4PSA0aNHKz1s2bNnxzfffIPvv//+ja/zpuGEXj+cT/QpaUReGzqfiMhMJSUlffThJeQdLkQxBWPGjMHYsWPfOmTMh2xXRv5MdDodLCw+bMAG+f+rlV9fz+rVq9GgQYM0w3NiYqIyHiKRueJvMBGpRkaMGWZOoe5dfMh2ZeTP5ENDHQBlCJzXpXahRXIMdaQG7LEjIiIiUgmjD1C8f//+VEdy14+rBLwaDNPV1RU2NjaoX78+bt++beSqiYiIiEyP0XvsXr58iXv37hm07d+/Hz4+PggJCcGePXvQuXNnzJ8/H6VLl8agQYMQERGB8+fPf5QueyIiIiK1MHqwS02dOnVQu3Zt/PLLL6hUqRJq166tDP6qHwV+7969vK0LERERUTImd6bonj17EBQUhE2bNiEyMhJBQUGYMGGCMr9kyZJwcnJCYGBguoOdTqfD/fv3lXtiEhEREZkLEcHz58+RP3/+tx6tNLlgN2XKFHTu3Bm5cuVCUFAQABiMyg8Azs7Oad5QHQDi4uKUexYCwL1791C6dOmMKZiIiIjoE0jttoevM6lgd+vWLezcuRNnz54FAGUAS1tbW4PlbG1tDYLb6/z9/TF27NgU7aGhobCzs/t4BRMRERFlsOjoaBQqVAjZs2d/67ImFezmzp2Lzz77DOXLlwfwanRyIOUNo7VabYqwl5yfnx98fHyUx/ofiJ2dHYMdERERmaX0nE5mUpeVrlu3Dq1bt1YeFyhQAMCrnrbkQkND4ebmluZ6rK2tlRDHMEdERET/FSYT7M6ePYvg4GC0bNlSaStQoABcXFywa9cupe369esICwuDp6enEaokIiIiMl0mcyh2//79yJMnD4oXL27Q7uPjAz8/P7i7u8PV1RXe3t5o1qwZypUrZ6RKiYiIiEyTyQS706dPo2LFiinavby88OTJE/Tv3x9arRYtWrTA7NmzjVAhERERkWkzyQGKP7bo6GjY29sjKiqK59sRERGRWXmXHGMy59gRERER0YdhsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCZO584QauPhuNXYJ7y1kYlNjl0BEREQfiD12RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCrBYEdERESkEgx2RERERCphMsHuyZMn6Nq1KxwcHGBjY4OWLVsq8wICAuDq6gobGxvUr18ft2/fNl6hRERERCbKJILd8+fPUadOHTx48AAbN27EsWPH0LFjRwDA2rVr4e3tjXHjxuHw4cNISEhA8+bNodPpjFw1ERERkWmxMnYBADBx4kTodDr8888/yJw5MwDA3d0dAODv748+ffqgc+fOAID58+ejVKlSOHDgAOrVq2eskomIiIhMjkn02C1ZsgTff/+9Eur0IiMjERQUhMaNGyttJUuWhJOTEwIDAz91mUREREQmzejB7u7du7h//z7s7Ozg4eEBBwcH1K5dG6dOnUJwcDAAwNXV1eA5zs7OCAsLS3OdcXFxiI6ONpiIiIiI1M7owe7BgwcAgKlTp2LAgAHYsmULcuTIgUaNGimBzNbW1uA5tra2iIuLS3Od/v7+sLe3V6ZChQpl3AYQERERmQijB7vExEQAwODBg9G2bVt8/vnnWLZsGaKjo3HgwAEAQHx8vMFztFptirCXnJ+fH6KiopQpNDQ04zaAiIiIyEQYPdjlyZMHAFC0aFGlLWfOnMiTJw9EBABSBLPQ0FC4ubmluU5ra2vY2dkZTERERERqZ/RgV6RIEeTJk8fgYojw8HA8fvwY7u7ucHFxwa5du5R5169fR1hYGDw9PY1RLhEREZHJMvpwJxYWFvDx8cH48eORP39+uLm5YdSoUShevDiaNGmCu3fvws/PD+7u7nB1dYW3tzeaNWuGcuXKGbt0IiIiIpNi9GAHAMOGDcOLFy/www8/IDo6GvXq1cOWLVuQKVMmeHl54cmTJ+jfvz+0Wi1atGiB2bNnG7tkIiIiIpOjEf2JbCoWHR0Ne3t7REVFZej5di6+WzNs3RktZGJTY5dAREREqXiXHGP0c+yIiIiI6ONgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCQY7IiIiIpUwiWC3aNEiaDQag8nLy0uZHxAQAFdXV9jY2KB+/fq4ffu2EaslIiIiMk1Wxi4AAJ49e4Zq1aph+fLlSluOHDkAAGvXroW3tzfmz5+P0qVLY9CgQWjevDnOnz8PCwuTyKVEREREJsFkgl2BAgVQtGjRFPP8/f3Rp08fdO7cGQAwf/58lCpVCgcOHEC9evU+dalEREREJsskuryePXsGR0fHFO2RkZEICgpC48aNlbaSJUvCyckJgYGBn7JEIiIiIpNnEsHu6dOnWLhwIbJnz47y5ctj8uTJSEhIQHBwMADA1dXVYHlnZ2eEhYWlub64uDhER0cbTERERERqZxLBbuzYsTh16hR2796Ndu3aYfTo0fDz80NMTAwAwNbW1mB5W1tbxMXFpbk+f39/2NvbK1OhQoUytH4iIiIiU2AS59iVLl1a+X+1atWQlJSESZMmoW3btgCA+Ph4g+W1Wm2KsJecn58ffHx8lMfR0dEMd0RERKR6JtFj97pKlSohNjYW+fLlAwCEhoYazA8NDYWbm1uaz7e2toadnZ3BRERERKR2JhnsTpw4gZw5c6JQoUJwcXHBrl27lHnXr19HWFgYPD09jVghERERkekxiUOxAwcORNOmTeHk5ITdu3dj8uTJGDt2LCwsLODj4wM/Pz+4u7vD1dUV3t7eaNasGcqVK2fssomIiIhMikkEu9jYWHTs2BFarRbFixfHvHnzlHHrvLy88OTJE/Tv3x9arRYtWrTA7NmzjVwxERERkenRiIgYu4iMFh0dDXt7e0RFRWXo+XYuvlszbN0ZLWRiU2OXQERERKl4lxxjkufYEREREdG7Y7AjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVMLlgt2zZMmg0GixfvlxpCwgIgKurK2xsbFC/fn3cvn3biBUSERERmSaTCnZarRY//fSTQdvatWvh7e2NcePG4fDhw0hISEDz5s2h0+mMVCURERGRaTKpYDd+/HhUrVrVoM3f3x99+vRB586dUblyZcyfPx+XLl3CgQMHjFQlERERkWl672B35cqVN84/ffr0O63v/PnzCAgIwIwZM5S2yMhIBAUFoXHjxkpbyZIl4eTkhMDAwHcrmIiIiEjl3jvY9ejRI9X2JUuWAAAGDhyY7nVptVp07NgRo0aNQsGCBZX24OBgAICrq6vB8s7OzggLC0tzfXFxcYiOjjaYiIiIiNTOKr0LJr9gwcLCAiKCBw8eKOELAHLmzIlFixaha9euEJF0F+Ht7Q1HR0cMGjTIoD0mJgYAYGtra9Bua2uLuLi4NNfn7++PsWPHpvv1iYiIiNQg3cHO3d0dlpaWcHZ2RmxsLPLkyYOVK1di8+bNuHLlCtzc3FCxYsV3LmDBggXYsGEDzp49CwsLww5Ea2trAEB8fLxBu1arTRH2kvPz84OPj4/yODo6GoUKFXrn2oiIiIjMSboPxZYpUwZVq1bFokWL8NVXXyntEyZMQJkyZTBs2DDUqlXrnQv45Zdf8PTpU7i6uiJLlizIkiULAKB79+7o2LEjACA0NNTgOaGhoXBzc0tzndbW1rCzszOYiIiIiNQu3T12ehqN5qMWsHv3biQkJBi0lSpVCr/88gtat26NBg0aYNeuXfDw8AAAXL9+HWFhYfD09PyodRARERGZu3cOdq/TarXQ6XTQarWIi4uDTqfDixcv0n2OXZEiRVJtd3JyQpEiReDj4wM/Pz+4u7vD1dUV3t7eaNasGcqVK/ehpRMRERGpygcFOxHBt99+i5iYGFy8eBE6nQ4vX75EkSJFEBER8VEK9PLywpMnT9C/f39otVq0aNECs2fP/ijrJiIiIlKTDwp2Go0GmzdvxqhRo+Dl5QWtVou5c+fi4MGD+Pzzz997vcl7+zQaDcaNG4dx48Z9SKlEREREqvfR7jzxsc+9IyIiIqJ388HBTqPRMNQRERERmYB0H4q9dOkSLCws0LBhQ2TJkgXOzs4QEXz99deIiIjA5cuXlStXiYiIiOjTS3ewe/22XDVq1MD333+Pnj17/m9lVlb48ssvAfDQLBEREdGn9t4XT4gIMmXKBHt7e4N2/a283uWWYkRERET04d452G3duhXFihXDkSNHUp1fv359rF+/HmvWrPng4oiIiIgo/d452M2ePRvW1tZo2rQpypcvj8qVK8PK6n+rOXnyJDp06IA///yT92clIiIi+oTe66pYrVaLPXv2oHPnznBwcEDXrl1x8eJFnDlzBs2aNcOAAQPwzTfffOxaiYiIiOgN3ivYdejQAatWrcL169dx5swZ5MiRAxUrVkSdOnXQs2dPTJ8+/WPXSURERERv8dZDsfHx8ahUqRKqVKmCqlWrIjw8XJl38+ZN/P3339i0aRPKly+P+Ph4nDhxAi9evICtrW2GFk5EREREht7aY2dpaYnp06ejRIkSWLt2Lc6ePQs/Pz/kypULX3/9NW7fvo3Fixfj9OnTOHz4MOLj49GiRQteFUtERET0iaUr2DVs2BDff/899u/fjzt37qBbt24QEaxYsQKzZ89GvXr1AAD29vb4+++/cefOHYwZMyajayciIiKiZNJ1jt3169dRpEgRLFmyBPnz58dff/2F48ePY//+/QAAHx8frFq1CsCr8ev69u2Lb7/9NsOKJiIiIqKU0jXcSfHixbFt2zZ4eXmhePHiSEhIwNKlS1G/fn0AwMqVK3HlyhUsWbIE7u7uuH79Onx8fDK0cCIiIiIylK4eu0WLFiEoKAjdu3fHlStX8OLFCwQGBirj12k0Gmzbtg2VKlXClClTMH78+AwtmoiIiIhSSleP3bFjxwC8CnAigoiICISHh+PEiRPYunUr4uLiAADOzs6wtrbGwYMHUaZMmYyrmoiIiIhSSFeP3fz58zFt2jQUL14cs2fPRv78+ZE3b154enoiJiYGMTExmDZtGmbNmoXNmzdj/Pjx0Gq1GV07ERERESWTrmB38eJFlChRAkePHkV4eDg0Gg1++OEHzJgxA7///jty5cqF48ePo3r16vjiiy9QrVo1/PPPPxldOxERERElk65gV7ZsWWzfvh0bNmxAgQIFULt2bTRp0gRhYWGIi4tD/vz5sWbNGgQEBAAAWrRogXPnzmVo4URERERkKF3n2AFAhQoVlP//9ddfAIB9+/YBAE6fPg0AyJw5M4BXQ578/PPPH61IIiIiInq7dAW7ESNGpNpuYWGBSpUqoXXr1jhz5gwqVaoEABg8eDC6dev28aokIiIiordKV7BzcHBItT0yMhKdO3dGiRIl0KBBAzx79gwAeDsxIiIiIiNIV7AbPHhwmvP279+PBw8eGIQ5jUbz4ZURERER0TtJ9zl2vr6+OHjwoEHb0aNH4eDgADs7O4Y5IiIiIiNLd7Dr27cv2rdvD+DVxRL6AYg3bdqUIYURERER0btJd7AbOHCgMjZdr169sG7dOmXemTNnkJiYiH379kGn0yExMfHjV0pEREREb5TuYHfs2DFs3LgRIoJnz55h27ZtyJ07NwBg69atePnyJYYPHw4R4V0niIiIiIwg3cHu5cuXWLlypXKv2L///hu2trbQaDRYunQpNmzYgBMnTgAAcubMmWEFExEREVHq0h3scuXKhTVr1gAAqlatioCAADg7Oyvzk188wQspiIiIiD69dAe7+Ph4nDp1CsCr3rvY2NgMK4qIiIiI3l26g11UVBS8vb0hIrhz5w6qV6+OSpUqYfbs2ShTpgwHJSYiIiIysnQHu9y5c+PQoUMAXh2KXbNmDfbu3Yv69etj9+7d+PbbbzOsSCIiIiJ6O4v0LjhnzhxEREQAAFxcXGBjY4MePXpg48aNKFGiBP744w/89ttvAAAnJyds27YtYyomIiIiolSlO9gtWbIEDx48AAA4OztjxIgR6N69OxYsWIB+/fpBRPDrr78CAEaOHInx48dnSMFERERElLp0Bbu7d+8iNjYWDx48gFarxT///INGjRphz549aNSoEXbu3AmNRqOcZzdnzhx4e3tnaOFEREREZChdwa5p06YIDAxE//79cebMGVhZWeHbb7+Fvb09vv32W2TPnl1ZdurUqciZMyfatm2bYUUTERERUUrpCnYXLlxA/fr1sXHjRtSoUSPF/MjISKxduxb37t3Dzp07sXLlyo9eKBERERG9WbrPsdNoNGkOPBwfH4+9e/ciMTERWbNm/WjFEREREVH6vTXY6XQ6lCtXDnv27EHLli1x9OjRFMvkyZMHAQEBKFy4MNzd3dGuXbt3KmL16tUoX748bG1t4ezsjHHjxhmMixcQEABXV1fY2Nigfv36uH379jutn4iIiOi/4K3BzsLCAv/88w+qV6+OOXPmoFKlSkhISMCyZcsQERGBZcuWISoqCsCrXr3Ro0fj2bNn2LJlS7qLuHr1KkaMGIHAwECMHDkS48aNwx9//AEAWLt2Lby9vTFu3DgcPnwYCQkJaN68OXQ63XtuMhEREZE6aSSdt4xo1aoVfvnlF5QuXRojRoxQxrQDXgW6OXPmwM3NDcHBwVi5ciWWLl2K7du3v1dRTZs2hbW1NTZs2IBKlSqhdu3amDlzJoBXIbBUqVLYu3cv6tWrl671RUdHw97eHlFRUbCzs3uvmtLDxXdrhq07o4VMbGrsEoiIiCgV75Jj0n2O3ahRo+Ds7IzixYujSpUqCAgIQPv27XHs2DFMnToVGo0GXbp0AQA0adIEkZGR770BSUlJcHBwQGRkJIKCgtC4cWNlXsmSJeHk5ITAwMD3Xj8RERGRGqXrlmL379+Hk5MToqKiEBwcjLCwMFy9ehU9e/bEtGnTEBkZicjISPTu3Rv3798HAGzYsOGdi4mNjcWqVatw/PhxTJo0CcHBwQAAV1dXg+WcnZ0RFhaW5nri4uIQFxenPI6Ojn7nWoiIiIjMTbqCnaenpzIAcVJSkjL4cNasWTF8+HAAgIgYDFKs0Whw+fLldBeSJUsWxMXFwc7ODgEBAahQoYJyb1pbW1uDZW1tbQ2C2+v8/f0xduzYdL82ERERkRqkK9hduXJF+X+mTJkwefJk2NvbY+3atXj06BE6deqEnj17ftD5a2fPnkVUVBROnTqF77//HhcvXkTLli0BvBpOJTmtVpsi7CXn5+cHHx8f5XF0dDQKFSr03rURERERmYN0n2On16hRI5QvXx7du3fHtm3bsHLlSpw7dw79+/dPEcDeRcmSJVGtWjUMGDAAU6ZMweTJk1GgQAEAQGhoqMGyoaGhcHNzS3Nd1tbWsLOzM5iIiIiI1C5dPXbJvT6MSYkSJbB06dKPVhAAWFlZQURgb28PFxcX7Nq1Cx4eHgCA69evIywsDJ6enh/1NYmIiIjM3TsHu48tOjoaXl5e6NSpE/Lnz49z585h2LBhaN++PbJlywYfHx/4+fnB3d0drq6u8Pb2RrNmzVCuXDljl05ERERkUowe7LJkyYKEhAR89913iIqKQuHChTFw4EAMHjwYAODl5YUnT56gf//+0Gq1aNGiBWbPnm3kqomIiIhMT7oHKDZnHKD47ThAMRERkWnKkAGKiYiIiMi0MdgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKMNgRERERqQSDHREREZFKmESwO3/+PBo2bAhbW1vky5cP3bp1w9OnT5X5AQEBcHV1hY2NDerXr4/bt28bsVoiIiIi02QSwc7LywseHh4IDAzEwoULceDAAXz33XcAgLVr18Lb2xvjxo3D4cOHkZCQgObNm0On0xm5aiIiIiLTYmXsAgBgxYoVKFSoEACgfPnyiIqKQufOnfHixQv4+/ujT58+6Ny5MwBg/vz5KFWqFA4cOIB69eoZs2wiIiIik2ISPXb6UKeXJUsW6HQ6REZGIigoCI0bN1bmlSxZEk5OTggMDPzUZRIRERGZNJPosUtORLBw4UJUq1YNjx49AgC4uroaLOPs7IywsLA01xEXF4e4uDjlcXR0dMYUS0RERGRCTKLHTi8hIQG9e/fGvn37MHv2bMTExAAAbG1tDZaztbU1CG6v8/f3h729vTK93iNIREREpEYmE+zCwsLg4eGBLVu2YO/evahSpQqsra0BAPHx8QbLarXaFGEvOT8/P0RFRSlTaGhohtZOREREZApMIthdv34d1apVQ/bs2XHu3DlUr14dAFCgQAEASBHMQkND4ebmlub6rK2tYWdnZzARERERqZ1JBLsOHTrg888/x7///os8efIo7QUKFICLiwt27dqltF2/fh1hYWHw9PQ0RqlEREREJsvoF09cv34dp0+fhq+vb4qBh3Pnzg0fHx/4+fnB3d0drq6u8Pb2RrNmzVCuXDkjVUxERERkmowe7B4+fAgAaNu2bYp5s2bNgpeXF548eYL+/ftDq9WiRYsWmD179qcuk4iIiMjkaUREjF1ERouOjoa9vT2ioqIy9Hw7F9+tGbbujBYysamxSyAiIqJUvEuOMYlz7IiIiIjowzHYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RERGRSphUsDt37hwqVaqEw4cPG7QHBATA1dUVNjY2qF+/Pm7fvm2kComIiIhMl0kEuzNnzuCbb77B559/jqCgIIN5a9euhbe3N8aNG4fDhw8jISEBzZs3h06nM1K1RERERKbJJILdhg0bYG1tjS1btqSY5+/vjz59+qBz586oXLky5s+fj0uXLuHAgQNGqJSIiIjIdJlEsBs/fjz+/PNPuLm5GbRHRkYiKCgIjRs3VtpKliwJJycnBAYGfuoyiYiIiEyalbELAACNRpNqe3BwMADA1dXVoN3Z2RlhYWFpri8uLg5xcXHK4+jo6I9QJREREZFpM4keu7TExMQAAGxtbQ3abW1tDYLb6/z9/WFvb69MhQoVytA6iYiIiEyBSQc7a2trAEB8fLxBu1arTRH2kvPz80NUVJQyhYaGZmidRERERKbApINdgQIFACBFMAsNDU1xPl5y1tbWsLOzM5iIiIiI1M7kg52Liwt27dqltF2/fh1hYWHw9PQ0YmVEREREpsckLp54Ex8fH/j5+cHd3R2urq7w9vZGs2bNUK5cOWOXRkRERGRSTD7YeXl54cmTJ+jfvz+0Wi1atGiB2bNnG7ssIiIiIpOjERExdhEZLTo6Gvb29oiKisrQ8+1cfLdm2LozWsjEpsYugYiIiFLxLjnGpM+xIyIiIqL0Y7AjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVsDJ2AWR+XHy3GruE9xYysamxSyAiIsow7LEjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVYLAjIiIiUgkGOyIiIiKVsDJ2AURkXC6+W41dwnsLmdjU2CUQ0Udiru9FpvY+xB47IiIiIpVgsCMiIiJSCQY7IiIiIpVgsCMiIiJSCV48QZQGcz2RFzC9k3mJiOjTYI8dERERkUow2BERERGpBIMdERERkUow2BERERGphFlcPCEiGDduHObOnYuoqCg0bNgQ8+bNQ+7cuY1dGhGZEXO9IOZdL4bhdpo2bidlJLPosZsyZQp+++03zJ07F7t27cK1a9fQpUsXY5dFREREZFJMvsdOp9NhypQpGDVqFL766isAwPTp09G4cWMEBwfD1dXVyBUSERERmQaT77G7cOECwsPD0bhxY6Wtbt26sLCwQGBgoBErIyIiIjItJt9jd/v2bQAw6JmzsbFB7ty5ERYWlupz4uLiEBcXpzyOiooCAERHR2dgpYAu7kWGrj8jvcvPhttp+ridqTPXbeV2po7badq4nR//NUTk7QuLiVu2bJlYWFikaHd1dZXx48en+pzRo0cLAE6cOHHixIkTJ9VMoaGhb81NJt9jZ21tDZ1Oh8TERFhZ/a9crVYLW1vbVJ/j5+cHHx8f5bFOp8OzZ8/g4OAAjUaT4TV/bNHR0ShUqBBCQ0NhZ2dn7HIyzH9lO4H/zrZyO9WF26ku3E7zISJ4/vw58ufP/9ZlTT7YFShQAAAQFhYGFxcXAK8OtT558gRubm6pPsfa2hrW1tYGbTly5MjIMj8JOzs7s/2lfBf/le0E/jvbyu1UF26nunA7zYO9vX26ljP5iycqVaoEGxsb7Nq1S2k7cOAANBoN6tSpY8TKiIiIiEyLyffY2djYoF+/fvjpp5/g7OyMbNmy4YcffkCfPn2QK1cuY5dHREREZDJMPtgBwIQJE/Dy5Ut88803sLS0RKdOnTBlyhRjl/XJWFtbY/To0SkOL6vNf2U7gf/OtnI71YXbqS7cTnXSiKTn2lkiIiIiMnUmf44dEREREaUPgx0RERGRSjDYEREREakEgx0RERGRSjDYEREREakEgx0RUQbj4ANE9Kkw2KmE/oMjPDzcyJV8WvrtfvDgAaKjo41czcfzX92faqHff48fPwYAs7xH9YfS6XTGLoHoP4nBTgVEBBqNBhs3bkSdOnWwb9++/0QPgX67N2zYgDZt2uDff//FixcvjF3WB1Pz/tRvx6VLl3Dz5k0jV5Mx9Ptv8+bNaN++PTZs2GDskj6J5F+yAMDCQv0fL/ptfv1fNVPrNqrpy7T6//L+AzQaDfbs2YPOnTujTZs2yJUrFzQajWr/APU0Gg327t2LLl26oGnTpvjss89ga2tr7LI+mFr3pz7wrF+/Ho0bN8ayZcsQERFh7LI+Gn0PlUajwa5du9C+fXt4enqiaNGiBsuZ+35MTfIw26RJE6xbt87YJWU4/TZv2bIF3bp1Q1xcnOp7ZvXbvH//foP7t5s7tX2ZZrAzU0lJSQBe/UImJSVh3bp16Nq1K8aPH49y5coBAO7cuYOEhARjlvlR7dy5E/fv3zdo27NnD9q2bYuRI0fCzc0NAHDz5k3lEJi5/HGqdX8m78nQaDQ4ceIE+vXrh2HDhqFfv37ImTOnkSv8cLt37wbwvx4qnU6HVatWoXPnzhgxYgTKly8PAAgJCQHwKvip7TCl/stIhw4d0LZtW7i6ugJQd0+WRqPBP//8o9zq8sKFCwBebasatxeAEn4aNmyIdevWKb2z5k5tX6YZ7MzMv//+i5iYGFhaWkKn00Gj0cDS0hKJiYk4cuQIzp07h19++QV169ZF+fLl0bFjR1Uc8vLy8kLfvn1TfCAGBwfj1KlTOHXqFPz8/FCzZk3UrVsXzZo1w5kzZ0z+G7Sa96dOp8PLly8B/O8cs6tXr6JMmTLw8vKCk5MTnj9/jq1bt+LkyZPGLPW9eXt7w8vLC/fu3TNoj4iIQEREBI4ePYrp06fDw8MD9evXR5MmTQCo7zBlUlIS1qxZg3bt2mHEiBGoXLkyAODGjRsA1HmO4ZMnTzB16lSMGTMGCxcuRJUqVQC82lY1bi/w6kvz8OHDMXPmTEydOhVOTk7GLumDqe3LNMBgZzZEBPfu3cOoUaMwZMgQvHjxAhYWFkhMTAQA1KxZE1ZWVqhYsSIOHjyIKlWqYNmyZVi3bh2OHTtm5Oo/zODBg/HXX39h8eLFKFiwoMG8oUOHIioqCvXq1cOpU6fg4eGByZMnIyoqyqS3W+3787fffkOrVq3w+eef4+eff0ZcXBwA4OnTpwgKCsLUqVPRtm1b1KlTB507d0a1atWwfPlyI1f9bgYPHoz58+dj4cKFKFCggPLt3sLCAp6enti5cye++OILbN26FcWKFcPYsWOxc+dOLFiwwMiVf5iFCxfixx9/xKBBg3DhwgVER0fD0tISWq0WYWFh2LNnDyZOnIjatWujVq1aaNy4sVl+OCZ34MABbNiwAUFBQXj27BkAwM7ODrGxsUhISMDLly+xYcMGdOzYER4eHli5cqWRK/5wISEhuH79OrRardL2+PFjJCUloWXLlsiePTuuXLmC8ePHY968ebh48aIRq31/avoyrRAyG6dPnxZbW1spVaqUdO/eXWJiYpR5Op1OQkND5eTJkyIikpSUJCIijRo1kqVLlxql3o9hxowZotFo5NSpUynm6XQ6ERGJjIxUtlvPw8NDfv/9909S4/tS6/708/OTPHnyyMCBA6Vv375ibW0t33//vTK/adOmUr58eWnfvr0sWLBAbty4IS1btpR27dop+9TUjRkzRjQajdy4cSPNZU6dOiVHjhxRtik2NlY8PDxk8+bNn6rMj87X11fs7e2lSZMmUrBgQSlUqJAMHjxYnj59KmvWrJEiRYpI5syZpWHDhjJgwADZsmWLaDQak/9bfJNhw4ZJrly5xNnZWTJnziytW7dW9mHr1q2lePHikiVLFvnss8+kcePG8s0334iVlZXcuXPHyJW/Pz8/PylVqpRkyZJFGjRoID///LOIiNy5c0dcXFykZs2aUrFiRSlTpoy4urqKvb29fPfdd5KQkGDkyt/f4sWLpUqVKqLRaKRBgwbi4+MjGzduFI1GI8uWLTN2ee+Ewc5MaLVa8fLykjZt2sikSZPE3d1devXqpYSB1z8Qb926JQMHDpR8+fLJ7du3jVHyB3vx4oUMHTpUatasKWvXrlXaf/vtN+ndu7cMGzZMdu7cafCckydPio+Pjzg5OcnNmzc/dcnpptb9eebMGSldurTs3r1baVu+fLlkypRJDh06pLQ9evTI4HnffPON+Pj4fLI6P8SLFy/Ey8tL8ubNKxcvXhQRkYSEBJk3b56MGjVKfH19JTo62uA5165dEz8/PylYsKAEBwcboeoPFxISIuXLlzf4mxs2bJi4u7tL27ZtJTo6Wh49eiTHjx9X5icmJkrDhg1lzZo1xij5g+3du1fy5csne/bskejoaFm3bp18+eWXUqxYMdm8ebM8f/5c1q9fL4sXL5aHDx+KyKvf7UqVKsn58+eNXP37mT9/vjg4OMiGDRtk48aN0rlzZ3Fzc5O2bduKiMj69eulS5cu4uvrK3v37hURkblz50rFihUlKirKmKW/F/2XZp1OJ3fu3DHLL9OvY7AzI71795ZRo0ZJXFycjBs3Ttzd3aVnz55KGEhMTBQRkQMHDkiXLl2kYMGCcubMGWOW/MFCQkKkd+/e0qVLF9mzZ4/UqlVL3N3dpXLlylK5cmXJnj27/PXXXyIicvXqVfnuu++kQIECEhQUZNzC00GN+/PkyZPSokUL5UNORCQ0NFScnJxS7alas2aNDBw4UHLlyiWXL1/+lKV+kFu3bkn37t2lcePGcvnyZWnQoIFUrFhRihcvLk5OTuLq6qp8sJ88eVIqVaokBQoUMPn99yaXLl2SrFmzyuHDhw3aAwICpGrVqtK+fXt58OCB0n7z5k0ZMmSIODk5mfSXkTdZt26dVKhQQfmQF3nVE9ujRw/Jnz+/rFq1ymD52NhYGTRokJQuXVoeP378qcv9KEaNGiVdunRRHj99+lSWLFkiuXPnlhYtWqT6nB9++EGaNWsmsbGxn6bID6TfN/oextQCqbl8mU4Ng50ZSd7N/eLFi1TDgMirbx6HDh2SsLAwY5T50V25ckWaNGkiWbJkkYYNG8qVK1dE5NUHR69evaR48eISFhYm8fHxcu3aNQkNDTVyxemjxv0ZEhIiy5cvVx7rdDp58eKFuLi4yN9//51i+YEDB0qpUqXk7Nmzn7LMj+LYsWPSrl070Wg04uHhIVeuXJFnz57JvXv3pEaNGlKpUiVl2f3795vdh8Prnj9/LjVr1pSff/5Z4uLiDObNnj1bqlSpIlOnTpXExEQ5duyYNGjQQFxcXMw6zO7bt0+yZ88uJ06cMGi/fPmy9OjRQypVqiT79u0TEZGVK1fK119/LTly5DCLL5Zp6dq1q1SpUsWgTavVysaNGyV//vzSqVMnpf2ff/6Rzp07i729vZw7d+5Tl/rOdDqd3L9/XwoXLqz0It++fVuyZ88ux44dU5Yzpy/TqWGwMxPJD83Fx8eLyKs/tuRhwFy+Lb0L/XYHBQXJ4MGDU4S2nTt3StasWVM9B8+UqXF/pnV+3KNHjyRr1qyyY8cOg/Zbt26JyKseAXO1bt068fPzS/F7uX37dsmTJ49Zfigk9/o+7dOnj5QoUSJF0BERGTBggJQoUUIJfQcOHJC7d+9+kjozSmhoqNSuXVsGDBgg9+/fN5gXGBgoderUkWHDhonIq8PtU6dOlevXrxuj1I9m37594uzsLAsXLjRof/nypcyfP1/Kly8vq1atEp1OJwsWLJDu3bub3WHnefPmSalSpWT+/PlSqFAh6dSpk/I+LGJeX6ZTw2BnpvSHBvRhoGrVqtKuXTuzCwNvkvzcB5FX26qnbztx4oSULl3apM+nSw/9YVc17s+rV69KwYIF5c6dO8p+8/HxkRo1akhkZKSRq3s/yQNPaodxNm7cKMWLF5d79+59yrI+qr///lu2bdum/G7qVahQQSpVqiTXrl0zaE9ISBBHR0dZv379pyzzo1q5cqX88ssv4u3trfSwzp07VxwcHGTatGkpfl9///13cXR0lGfPnomIGByyNRf79++X9evXy+nTpyUyMlJiY2Pl66+/lgYNGijn0OlFRERIw4YNZeDAgSLyvx55U6b/W9XpdKLT6ZQjJdOnTxcrKyv54osvDJY3x334OitjX5VLhpYuXYqwsDBER0ejb9++yJ8/P6ytrVMsZ2FhAZ1OB2trawwbNgwvXrzA0aNHERUVZZZ3X1i8eDGuXLkCGxsb1KlTB56enrCwsEBSUhIsLS0BwODnoB/kdfny5bC1tUWuXLmMVXqa5P8H5dXpdCnGLdNvV2JiIqysrJRx7NSyP5MLCQlBbGws8ufPD41Gg2HDhmHWrFk4duwY7O3tjV1euun3J/Bq/1lZvXr7tLOzM1guISEB+/btg7OzM7Jly/bJ6/xQ+t/XSZMmwdbWFlmzZkXNmjWV3+Ht27fDw8MD7du3x5w5c1C1alVYWloiIiICzs7OyJs3r5G34P0MHz4cS5YsQcmSJXHt2jWsW7cO69atQ+/evXHz5k34+voCAL799lsUKFAAAFC5cmW4uLgo6zC38QmHDx+OBQsWIFu2bHjw4AGaNm2KYcOG4ddff0WjRo0wdepUAEC9evUAADly5ECdOnWwe/duxMfHI3PmzLCxsTHmJqRqz549eP78ORwcHFClShXY2NhAo9Eo77chISGYNm0aatasidu3b2PLli1o1qwZAPPbh6kydrKk/xk+fLjkzJlTPDw8pHDhwpI7d26ZOHHiGw9n6L9Nx8XFyZMnTz5VqR/ViBEjxN7eXlq1aiUFChSQUqVKSbdu3ZT5qV1CHxAQII0bNxYHBweTPbdj+/btqbbrt+fOnTvi4+Nj0N2v/7ZorvtTv23Je1cvXbokbm5uyhXLWbJkkdOnTxurxHQ7ceKEHDlyxOBiAZ1Op/zN3bp1S0aPHm3Qe7d27Vrp2rWr2NnZmezvZXrcvXtX7O3tJVu2bFKmTBk5dOiQQU/G/fv3pUKFClKkSBEZPHiwrFq1SgYNGiT58+c3y8Ov69evl0KFCklgYKDSA/XZZ5/JZ599pizj5+cnDg4O0rNnT9m9e7fcv39ffHx8pEKFCmbZ85zaFb+NGjWSokWLyrZt2yQ4OFjKlCkjnp6eMm/ePBF59b7Uu3dv6dSpk8n2bA0bNkxy5Mghbm5uotFopHXr1rJx40Zl/rNnz6RAgQLSvXt3ERH5888/xdbW1uxPm0iOwc5EXLt2TcqWLSv79+9XzlHx8vKSYsWKSd++fZXzkVILOa8fKjEnd+7ckRIlSign1kdERMjkyZPF2dlZPD09leVeP1n7+PHj0rZtW2W4CVMzaNAg0Wg0Kc690r8ZBgcHi52dnfTp0yfFG6SpvmHqnTlzJtUPsuSBp2jRospVrqGhoVK4cGHJly+fZM+e3SxC3ciRI6VIkSKSJ08esbW1lZ9++klE/rdvQkJCJEeOHPLNN98YBLs//vhDOnToIBcuXDBK3R/LkiVLpFmzZhIRESElSpRINdyJvPo9r127tri4uEjVqlXN9sNx8eLF0q1bN9Fqtcp77Pbt26VQoUJy9epVZbnff/9dPD09xdLSUkqVKiV58+Y12wsl3nbF786dO+Xu3bvy9ddfS/78+cXZ2Vk+//xzk/7ScuDAASlQoIDs379fnj17Jvv27ZOaNWtK1apVZfbs2cpyW7ZsMfjyeeTIEWOUm2EY7EzE+fPnJVu2bCmGEpg0aZJUqFBBBg4caDCUwPr161MMymuOrl27Jnnz5jX4IIyJiZGNGzdKwYIFpVGjRgbL//bbb0rIfT3smYrBgwdLjhw50nyzePTokTg6OkqXLl3MakBPnU4nt2/flgIFCsisWbMMzq1JHlidnJzkm2++kYSEBCX0/PPPP1KwYEGz+BCcNm2aODg4yPbt2+Xw4cPyxx9/iEajkUWLFomISFhYmNjb20vPnj1T3X9qOC9y3bp1MmLECBF5tT1vCncvX76UBw8epBi7z5wsXrzYYKxMkVcXEdja2qY4fzc8PFzpzTXncyjfdMVv9+7dpUKFCnLhwgWJjo6WU6dOyejRo2XOnDkpzq00JWvWrJESJUoYXAhx4cIF+e6778Td3d0g3ImkvDjI1L9UpxeDnYm4d++eVK5cWebNm2dwuEdExN/fX4oVK6aMfn327FkpVqyY9O7dW16+fGmskj+KpKQkKVKkiHJlmV5cXJysW7dOihcvLkOHDhWRV4eHatWqJXXr1pX4+HiTvEuBr6+vWFlZvbHnIjAwUGbOnGlWoU4vKChINBqNWFpair+/v8G33oiICMmTJ49069bNYNv0++n58+efvN730bNnT4M7JURGRkqLFi2U0wNOnz4tw4YNS7H/TPH38X0lH25H5O3hTg30XxT123bgwAFxcHCQkJAQEfnf/jXHQXhfp9Pp5O7du1K3bt00r/itXbu28t5r6vT75tixY1KgQAE5cOCAwfzr169Lp06dpG7duinmqRGDnQnp2LGjFC5cWLkaK/kHR/fu3cXV1VV589m0aZPZXwmalJQkSUlJMnr0aPn8889l06ZNBvOjo6Plp59+krp16ypXne3fv195ozVF/fv3lyxZsii3E9JqtTJz5kz54YcfZPDgwcoYfOYoPj5evv/+e+nRo4cEBASIRqORiRMnGoS7TZs2mWVg1Xv58qU0adJE/v33X4P2AQMGiLu7u8G26qkp0KVGvz+Th7vDhw+rMtyJ/C/YLVy4UCpWrGgw78cff5TevXsb9Eabi0OHDqUYS3HOnDlvveLXnM4fDAkJEXd3d+nbt6/ymaF39uxZKV++vHh7e4uIuv9uGexMgP6NJD4+XipUqCBVq1ZVxvbSv6lGRkZKoUKF0jwh35zduHFDatasKY0bN1YG+9S7c+eOWFtby9atW41TXDolf5No06aNlChRQiIjI+WLL76QcuXKSdWqVSV37txSsmRJWb9+vVm+qeiD3eTJk0VEZMqUKUq4e72Hx5wlv2hFf0hn2LBh0qRJExFR3wdCerYnebgrW7as5M+f32BAVzUaPXq0VKtWTXk8dOhQsbS0NLvBtJOSkuT27dtSrVo1GTVqVIrDx76+vpIpUyaZNm2awYVcx48flypVqkhERMQnrjj95s2bJ8OHD5devXopp3no70+c/IiC/nd87dq1kiNHjhQ9lGrDYGci9OHu/PnzUrx4calSpYrBDcbDwsKkXLlyEhgYaKwSM4T+D+706dNSsmRJadiwocEVTDExMVKrVi05evSokSpMv+SHaho0aKDckeDGjRuSmJgo8fHxUqNGDalataqRK31/yc/zFBGZOnVqqj13aqE/JaJ58+bSo0cPg3mLFi2S/fv3G6Osj2L37t2png+Y2pXNydtjYmKkatWqyrmuaqDftuS9kFOnTpWKFStKYmKiDBs2TGxsbMziwp/UnD17VjQajRQsWFB++umnFOHOHK/49fPzk5w5c0rjxo2lTJkykjVrVvHz85Nnz57JggULlHAXHh6uPOfw4cNSuXJlkw6rHwODnYlIfvjq4sWLUqFCBXFxcZFJkybJ+vXrZciQIVKoUCGzHQk7Lcm3+8qVK1KzZk2pVKmS9O3bVzZu3CgDBgyQvHnzmsVtwpL3fJw9e1YmTJiQ4vycK1euiIWFhRw5csSse35e/wBUc7gTEfHw8JAff/xReezj4yMajcZsT4cYOHCglC9fPsUHfFpXNuvp/17N+Xf3dfptvn37towYMUI5hLdq1SopVaqUfPXVV2Jra2t2d7fRi4uLk0GDBkmPHj1k7Nixkj9/fvnxxx9T7HtzuuI3ODhYKlasKLt371bei0aPHi1FihSRTp06yY0bN5Rw16NHD/n777/l3r17MmTIEKlQoUKKw7Rqw2D3CR08eFAOHjyY4spX/XlzN2/elDFjxojIq2/L3bt3l8qVK4uzs7NUrFjRbIcSEEn9g0D/IREcHCw//PCDxMfHy61bt2TChAlSunRpKV26tFSsWNFk31zS2p8iaY/IvmPHDilWrJjqAvrUqVPF2tpaRo8ercpwV7NmTeUQ9ODBg83yNnZ6Pj4+kj17djl48KCI/O9vUx9wXr+yOTXmFuz0h+x69+4tZ8+eVU4dSL7N9vb20rFjR4MvLVWqVBGNRmN2h1+TS0hIkBEjRsj48eNFRGTUqFFphrvw8HA5efKkyV/xe+PGDcmePXuKc2Hnzp0r7u7u0r17d4mNjZXNmzdLtWrVJEeOHFKsWDHJly+fWX+OpheD3ScydOhQyZMnj+TPn19sbGyka9eucv78eYNvyPpxsZK/mYaHh8u9e/fMtut4x44dyoUEyT8MXh/PTX9CcvL5T58+NdkrKdPan2+i1WplyJAhUqdOHbO+P2paxo8fL7ly5TI49GHudDqdJCUlyRdffCEdOnSQ4cOHm80Ay6mZMGGCaDSaVC/i0V/MlDNnzhRXNpuz1w/ZZc+eXUaOHKkM23Hv3j3JkyePdO/eXdnm5KMS6N+/zFlwcLDB+29a4c5cAvujR4+kRo0aMm3aNElMTDTYXwEBAeLq6iq//fabiLw6jencuXNy6NAh1Z9bp8dg9wls3bpVChQoIIcPH5azZ8/Kli1bxMHBQWrVqiU7duyQ0NBQyZ07t8Ebi7lfcZaUlCShoaFSs2ZNg8vpk79xPH78ONXx3Ez9zeVN+3PLli3Kcsm3Y9u2bdK2bVuxt7c32cE9PwY1BlYRkZ07d4pGoxGNRmO2oU6r1crAgQOlTJkyypAPSUlJMn/+fBkxYoT89NNPEhsbK4cPH1ZNr2tah+yKFi0qnTt3lkuXLsn169dl3LhxBmOfiaQ+GLy5S76NP/74Y5o9d6bo9YHRBw4caHDnoeThbtiwYar7kvkuGOw+gXnz5kmFChUMBtTVv+HUrVtX/P39ZdiwYWYf5l539uxZsbKyklKlSsnAgQOVNw994Dly5IjMmjXL7N5A37Q/a9WqJdu3bzd4k0lKSpL169dLnz59zP6OBP9VOp1Oli1bZnAXAnP08OFD6dOnj3Ts2FFOnDgh9evXl0qVKkmxYsWkcOHCkjdvXuWDUg3vR287ZNetWzd5/PixkaozjuTvtz/++KMULlxYfHx8TLY36/WB0ZMfxalbt64UK1ZM6VXVv+9qtVpxc3OTzZs3G6VmY2Ow+wT++usvKVWqlPLLpw8Ed+/elbJly0qrVq3k4cOHImL6vVXpFRcXJ97e3tK+fXsZP368lC1b1iDcmbM37c8KFSqIp6en8k1x1apVShgw1TtlUPqo5W8zODhY2rRpI7a2tlK/fn25fPmyPH/+XK5duyYNGzaUkiVLmuwpEO/qbYfs3NzclLsRqCHIpia1o0DJ/z948GApVaqUSQfc1wdG11/NfevWLalSpYoULVpUgoKClO168uSJuLu7y549e4xZttEw2H0CISEhkj17dvHz81Pa9F3it27dkmzZssmoUaOMVV6G8fPzU64kHD16tJQrVy7Vnjtz86b9efv2bcmePbuMGjVKIiMjJXfu3NKzZ0/VHNoidbh8+bL4+PikuIhn48aNki9fPrl06ZKRKvtw73rIztHRUbWnELx+xW/yn0vycGfKoS6tgdGTv+d6eHiIo6Oj/Pjjj7Jo0SLx8fERJycnuXv3rpGrNw4Gu09k8eLFotFoZO7cuUqbvgdn/vz5UrFiRXn8+LHZhp3UREREGGzPmDFjUvTcmev2vm1/uru7i4jI3r17DcYjJDIVyb9s6P8Ot23bJiVKlDCL4YVe9189ZPe+V/yKmEcvZVoDo/v7+xscBRk8eLDUqlVL3NzcpHr16v+Jq1/TwmD3iWi1WvH19U0RBkReHa6rWLGiKm4eLpIyrCU/YTd5uEvtggpz8bb96e7urprDWfTfkJiYKF5eXlK3bl2zvR/qf+2Q3ftc8WuO0hoYPfk+FnnVmfD06VOz/f39WKxAn4S1tTVGjBgBAOjXrx9u3ryJTp06IX/+/AgKCkLWrFmRmJho5Crfz6FDhwAAFhYWqFmzJjQaDQBARKDRaJApUybodDpYWFhg9OjRAIDNmzdj5MiRmDBhAvLly2e02t/X2/ZntmzZoNPpjFwlUfosXboUe/bswT///IMDBw7Azs7O2CW9s4SEBCxevBjdu3dHlSpV0L9/f2g0Gvj4+MDNzQ1r1qxB9+7d8cUXX6Bfv35wdXXFxYsX8ejRIxQrVszY5b+zkJAQbN++HWvXrkW9evVgYWGBMWPGYMWKFbh79y58fX2RKVMmeHl5wdfXF1ZW5vtxr/+M0H+ODB48GAAwdOhQaDQaDBw4ELa2tsiRI4cRqzQhxk6W/zVarVaWLl0qOXPmlAIFCkjRokUlT548Zttt/Lbx3FIbu07/vBo1aigXjZgrte1P+m86d+6ctGnTxqyv2v6vHbK7evXqf/6KX7UPjP6+NCIixg6X/0VhYWG4cuUK4uLiUKFCBRQqVMjYJb2zf//9F71798bq1auRLVs2hIWFoUuXLihVqhR8fX3RtGlTAP/ruQOApKQkWFpaAgDCw8Ph6OhotPo/JjXsT/pvS0hIQKZMmYxdxgd5+PChwRGAadOmYejQoZgwYQK+//572NraAgAiIyOh0+lgZWVldr2Te/bsQfXq1REXF4evvvoKbdq0wQ8//AAAynvrH3/8gSlTpsDHxwcDBgxQerrU6Oeff8aMGTNw/fp1ODg4GLsck8BgR+9t/vz5mDNnDk6cOIHMmTMDeHV4oHXr1siaNStGjRqFBg0aKG82eomJiWZ9WICITFvyIKMPd/7+/sohO3P1/fff48CBA9i+fTucnJzwww8/YMWKFdi7dy/Kly9v8MV5+PDhWLRoEa5du4ZcuXIZufKM9ezZM9Vv47tQZ4SnTyJbtmyIj4/Hw4cPAQDx8fFwcXHB5s2b8fz5c0yZMgWRkZEAgLVr1+LcuXMAwFBHRBkqee/U4MGDMWXKFIwePRqTJ09GXFycESt7f4MHD8aSJUswe/ZsODk5AQBmzpyJMmXKoE2bNrh79y4sLS2RlJQEABg3bhzs7Oxw+PBhY5b9STDUGWKwo/dWo0YNhIWF4Y8//gAAZM6cGQkJCShUqBA2btyIEydO4Ndff0VUVBQGDBiA33//3WzfVInIfA0ePBijRo3CrFmzEBMTY+xy3pm/vz9mzJiBEydOoHbt2gCgXJy1cOFCODs7o27dujh79qxy2svz589hZ2eHbNmyGa1uMg4eiqUPsmTJEnTv3h1//PEHevfuDeBVz13mzJmxYMECzJkzB0FBQdi3bx8KFSqEokWLGrliIvqvMsdDdnFxcRg6dCj27t2L33//HXXq1IFOp8PChQtx584dWFhYoGHDhvj999+xbds2DBw4ULnid+XKlTh+/DjP+f2P4TEx+iDt27fHtWvX0LdvXwBA7969lfPtsmfPDgCIiYlBvXr1jFYjERFgnofsrK2tMXLkSMTHx2PevHmwsbGBr68vIiMjER0dDY1Gg3nz5iEwMBCVKlXChg0b8OjRI+TJkwdbt25lqPsPYrCjD8Lx3IiIMlbevHnh6+uLIUOGwMPDA9WrV8fy5ctRqFAh3L9/H/369UOrVq1w6tQp9O3bF/Hx8WZ5xS99HDwUSx9FXFwcVq9ejUGDBsHW1hY2NjaIjo7G9u3bUbFiRWOXR0Rk9q5cuYIFCxbAx8cHBQoUUNo3bdqEPn36YP/+/ShVqpQRKyRTwGBHHxXHcyMiyjhxcXGwtrYG8L8xQrdv345BgwZh9+7dKFiwoJErJGPjoVj6qAoWLMg3FiKiDKIPdQCg0WiQlJSErVu3Il++fDz0SgAY7IiIiMySGu7xSx8fx7EjIiIyQxUrVsSLFy9w6NAhlC9f3tjlkIngOXZERERmSg33+KWPi8GOiIiISCV4KJaIiIhIJRjsiIiIiFSCwY6IiIhIJRjsiIiIiFSCwY6IiIhIJRjsiIiIiFSCwY6IVMnd3R3r1q3D1atX0bhxYzx9+jTFMlqtFl5eXoiLi8uQ19++fbtB2/Dhw3HhwoX3XmfLli3xxx9/GLTlyJEDN2/efO91EpG6MNgRkaoVKlQIOp0OtWrVShHuZs2ahaCgIIP7b/r6+sLBwQEWFhZwdHSEo6MjbG1tMWbMGACAn58fmjVrpkxt27ZNdy1hYWGoX78+zp8/j59//hkajSbNacGCBR+03S4uLrC2tkaWLFneOmk0mg96LSIyHQx2RKRqWbNmxd9//422bdsiR44cSvvdu3fh7++PyMhIlC5dGhqNBsHBwZg4cSKOHDmCIkWKIDw8HOHh4ejTp49yH85jx46hXLly6Nu3L1q3bo1t27alu5a5c+ciV65cuHHjBkaOHImEhIRUp9atWwMAFi5ciGzZsinTli1bMGjQIIO2qKgoVKhQQXlcpkwZ5fUuXboErVarTN26dcPNmzcN2mJiYj7OD5qITAKDHRGZNU9Pz1R7oc6fP48OHTogS5YssLe3x+TJk5E1a1ZkyZIFO3bswNdff42WLVti69atqFmzJrp166bcmmn16tWoUKEC4uLikJCQgIsXLyJXrlzKa1auXBnNmjVD/fr1AQBdu3ZN0eN27tw5NG7cGBqNBqdOncLEiRNx/fp1HDx4EG3atIFGo4GVlVWqk74HrUePHoiJiVGmZs2a4ddffzVos7e3x7lz55THly5dSvNntW/fPgY5IpVjsCMio1uyZEmqhyPnz5+PR48eoW3btsiWLRvy5MmDadOmoWjRosqh0T179kCr1SIyMtKgJ6p8+fJYsWKFQVtsbCy0Wi08PDxQuXJl7N69G76+vtiyZQssLCxQq1YtjB8/Hr/88gu8vb1RqVIlWFtbIzQ0FF9++eUb6xcRg6lChQrYtm0bRARVqlTB9u3bcffuXeTNmxe9evVKNYzeuXMn1fV36tQJv/32G2bPno127doZzDt58iQKFy6c6vNevHiBfPnyKdPNmzdRu3Zt5fHnn3/+fjuMiEwWgx0RGV2bNm1w48YNZapfvz4+//xzdO/eHW3btsWlS5ewYcMG/P3339i2bRvu3r1r8Pz169ejZs2aiIqKMmjftGmT8v+HDx+ifPnyOHr0KKytrdGnTx+UL18eEydORIkSJZRz2s6ePYv58+ejZs2aOHbsGMLDw3H16lXky5fvjdsQFBQEnU6Xru1NSEjAggULDEKni4sL0rp1948//oiAgACMHTsWiYmJ0Gg0yqHXihUrImfOnLC0tMTq1asNnmdra4uHDx8qU9GiRXHo0CHl8bFjx9JVLxGZDwY7IjK67Nmzo2jRoihatCjOnTuHwMBALF26FIGBgTh06BD++usvNGzYENWrV8eaNWtSPL9Fixawt7dH69atkZCQoLSvXr0a58+fx7Nnz9CkSRM4OzujcuXKyvzQ0FCsXr0aDx48UILdmjVrcPr0aWzZsgXTp0/Hb7/9luL1vv32W1hZWaFo0aIAABFB27ZtsXbt2o/6c7l37x78/PxQuHBhHD16FD169AAAWFpaGhyOjYmJQdWqVWFvb59iHV27dkXBggVRsGBB3Lp1Cx4eHsrjJUuWfNR6icj4GOyIyGQ8fvwYffv2xcSJE1GsWDGcP38eOXLkgLu7u7JMrly5ULBgQYPnWVlZYe3atYiKisL169eV9ho1aqBnz56oV68enJ2dsWnTJoMrYDNnzoycOXMiU6ZMcHR0BAAkJSVh5cqV6Ny5MyZPnozJkyfD0dERJUqUUJ63evVqJCYmKsOMaDQa/PDDDxg/fnyavW6v69mzp8FFEMnr1rO2tsaVK1dQrVo1xMbGonr16mmuLyIiAjlz5kzRvmTJEoSFhSEsLAxFihTB/v37lcddu3ZNV61EZD4Y7IjIZOgPj3p5eQF4dY5YlixZUiwXHx+fos3BwQEnT56ElZUVWrVqhXPnzmHAgAGIj49HUlIS1q9fbxDqACBv3rxo2LAhHB0d0bJlSwDAypUr4enpiYiICAwbNgzDhg1DeHg4rl279sbau3Xrhrt372LLli3p2tYFCxYY9LgVL148xTKOjo7YtGkTBg4cCK1Wm2L+3bt3ERUVhXPnziEkJASurq4G83fs2KH0zr3eY5cnTx40bNgwXbUSkflgsCMik/Dnn39i7969WLx4sXJVaJEiRfDo0SOEhIQoy925cwf3799P8fz79++jf//+qFChAhwdHeHm5gZLS0usXbsW9+7dw4gRIwyWT0pKwoEDB+Dp6YkTJ06gZMmSAICqVati1KhR71x/tmzZsHjx4gy5IKFHjx5o3bo1/vzzT4P2zp07I0eOHKhRowaGDRsGGxsbXL16VZnfqFEjpXdO32O3fft2XLt2DRMnTkTu3Lk/eq1EZFxWxi6AiOjevXv4/vvv8cMPPyA+Pl45xFmjRg0UKlQI7du3x5QpU5CQkICffvoJ2bNnV5774MEDTJo0CXPnzkWjRo0QFBSEUqVKKYdvixUrhk2bNuGrr77CkydP8Ouvv8LOzg6RkZFo1aoVxo0bh65du2L//v1wcXHBL7/8gh07dgB41WMIALNnzwYAbN68GQCg0+mQmJiIpKQkg+1o06ZNure5Z8+e6Nu3r0GbhUXq37U3bdqEBw8eoFWrVgY9dwcOHICIKEE4MDAQrVu3TjX46p09exZ16tRB1qxZsXTp0nTXS0TmgcGOiIxu6NChiIyMxPjx4zF+/HilffTo0di0aRP69u0LT09PuLi4YOrUqfD29laW+fbbbxETE4Pt27ejbt26qa6/bt262Lt3L1q2bInSpUtj69atuHLlClxcXFIsu2LFCuX/+iFV9P8mf029rFmzvvP21qtXD/3798dnn3321mWTkpIwevRoDB8+HNmyZUtxSDb5XSPu37+PIkWKpLmuBg0a4IsvvkB0dLTSlpiY+M71E5HpYrAjIqP766+/8Ndff6U5//jx4waPkwe7VatWIV++fLCwsMDDhw+V8eru3LmDbNmyKctVqVIFFy5cUIY38fX1hY+PD3LlygUvLy88f/4cVlZvf0u0sbHBxo0b0bJlSzx48MAg5AUHB8Pe3h7R0dG4c+dOqhczAECXLl1StD148ADW1tbQ6XS4evUqvv76awDAvHnz8PTpUwwYMEB5/aSkJJw9exZly5ZVnp+YmIh///3XoK1ChQopbhfGK2GJ1I3BjojMWv78+ZX/b9u2Dd27d1cGG369By9nzpyYNGkSYmNjER8fj/r168PS0hILFy7EgAEDUg1cr0t+CzEnJyccPHhQedyoUSPcuHEDFhYWaNiwIapUqZLu7ejRowe2bdsGS0tLVKtWDY0bNwbw6jDsmDFjYGNjA+BVD+GAAQNQp04dg4tILC0tUapUKaxatUppO3funDIkS1oSExOVO24QkfnTSHqvzSciMhFFixZFp06dUhwi1Ut+3tmnpr/zRFrny72JfoDj5M/VD0hsaWn5TutKSkp65+cQkfljjx0RqY6xQp3+td/39VMLg+k5PJwahjqi/yb22BERERGpBMexIyIiIlIJBjsiIiIilWCwIyIiIlIJBjsiIiIilWCwIyIiIlIJBjsiIiIilWCwIyIiIlIJBjsiIiIilWCwIyIiIlKJ/wPCIvqTbAkjPAAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "cell_type": "code",
   "id": "ee265bfaeb671",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:14.756906Z",
     "start_time": "2024-05-15T05:01:14.644106Z"
    }
   },
   "source": [
    "# zq_time_dict去掉求解时间小于1s的数据\n",
    "zq_time_dict = {k: v for k, v in zq_time_dict.items() if '0-0.1s' not in k and '0.1-0.5s' not in k}\n",
    "zq_time_list = sorted(zq_time_dict.keys(), key=custom_sort_key)\n",
    "zq_time_count = [zq_time_dict[time] for time in zq_time_list]\n",
    "plt.bar(range(len(zq_time_list)), zq_time_count, tick_label=zq_time_list)\n",
    "plt.xlabel(\"zq求解时间范围\")\n",
    "plt.ylabel(\"模型数量\")\n",
    "plt.title(\"Modelica标准库模型zq求解时间分布\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "cell_type": "code",
   "id": "dc666c9c9c9ef60c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:15.068242Z",
     "start_time": "2024-05-15T05:01:15.048883Z"
    }
   },
   "source": [
    "# 列出zq求解时间大于1s的模型\n",
    "zq_slow_models = [zq_result.model_name for zq_result in zq_results if zq_result.time_jmi_ode_cvode_solve > 0.5]\n",
    "print(\"zq求解时间大于1s的模型数量：\", len(zq_slow_models))\n",
    "print(\"zq求解时间大于1s的模型：\")\n",
    "for i in range(len(zq_slow_models)):\n",
    "    print(zq_slow_models[i])"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "zq求解时间大于1s的模型数量： 12\n",
      "zq求解时间大于1s的模型：\n",
      "Modelica.Media.Examples.R134a.R134a2\n",
      "Modelica.Magnetic.FluxTubes.Examples.Hysteresis.InductorWithHysteresis\n",
      "Modelica.Mechanics.MultiBody.Examples.Elementary.RollingWheel\n",
      "Modelica.Mechanics.MultiBody.Examples.Loops.Fourbar1\n",
      "Modelica.Mechanics.MultiBody.Examples.Loops.EngineV6_analytic\n",
      "Modelica.Media.Examples.R134a.R134a1\n",
      "Modelica.Magnetic.FluxTubes.Examples.Hysteresis.SinglePhaseTransformerWithHysteresis2\n",
      "Modelica.Magnetic.FluxTubes.Examples.Hysteresis.ThreePhaseTransformerWithRectifier\n",
      "Modelica.Mechanics.MultiBody.Examples.Elementary.ForceAndTorque\n",
      "Modelica.Mechanics.MultiBody.Examples.Rotational3DEffects.BevelGear1D\n",
      "Modelica.Mechanics.Rotational.Examples.HeatLosses\n",
      "Modelica.Fluid.Examples.AST_BatchPlant.BatchPlant_StandardWater\n"
     ]
    }
   ],
   "execution_count": 11
  },
  {
   "cell_type": "markdown",
   "id": "a4ec321d394e25b8",
   "metadata": {},
   "source": [
    "#### 统计ZQ normal求解时间并画图"
   ]
  },
  {
   "cell_type": "code",
   "id": "c7c7fd1d030d8f29",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:16.486372Z",
     "start_time": "2024-05-15T05:01:16.364190Z"
    }
   },
   "source": [
    "zq_n_time_dict = {}\n",
    "for zq_n_result in zq_n_results:\n",
    "    time = zq_n_result.time_jmi_ode_cvode_solve\n",
    "    bucket = bucket_time(time)\n",
    "    if bucket in zq_n_time_dict:\n",
    "        zq_n_time_dict[bucket] += 1\n",
    "    else:\n",
    "        zq_n_time_dict[bucket] = 1\n",
    "# zq_time_dict去掉求解时间小于1s的数据\n",
    "zq_n_time_dict = {k: v for k, v in zq_n_time_dict.items() if '0-0.1s' not in k and '0.1-0.5s' not in k}\n",
    "zq_n_time_list = sorted(zq_n_time_dict.keys(), key=custom_sort_key)\n",
    "zq_n_time_count = [zq_n_time_dict[time] for time in zq_n_time_list]\n",
    "plt.bar(range(len(zq_time_list)), zq_time_count, tick_label=zq_time_list)\n",
    "plt.xlabel(\"zq_normal求解时间范围\")\n",
    "plt.ylabel(\"模型数量\")\n",
    "plt.title(\"Modelica标准库模型zq_normal求解时间分布\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "cell_type": "code",
   "id": "39fe515fef642070",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:17.111285Z",
     "start_time": "2024-05-15T05:01:17.104296Z"
    }
   },
   "source": [
    "# 列出zq_normal求解时间大于1s的模型\n",
    "zq_n_slow_models = [zq_n_result.model_name for zq_n_result in zq_n_results if\n",
    "                    zq_n_result.time_jmi_ode_cvode_solve > 0.5]\n",
    "print(\"zq_normal求解时间大于1s的模型数量：\", len(zq_n_slow_models))\n",
    "print(\"zq_normal求解时间大于1s的模型：\")\n",
    "for i in range(len(zq_n_slow_models)):\n",
    "    print(zq_n_slow_models[i])"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "zq_normal求解时间大于1s的模型数量： 9\n",
      "zq_normal求解时间大于1s的模型：\n",
      "Modelica.Media.Examples.R134a.R134a2\n",
      "Modelica.Magnetic.FluxTubes.Examples.Hysteresis.InductorWithHysteresis\n",
      "Modelica.Mechanics.MultiBody.Examples.Loops.EngineV6_analytic\n",
      "Modelica.Media.Examples.R134a.R134a1\n",
      "Modelica.Magnetic.FluxTubes.Examples.Hysteresis.SinglePhaseTransformerWithHysteresis2\n",
      "Modelica.Magnetic.FluxTubes.Examples.Hysteresis.ThreePhaseTransformerWithRectifier\n",
      "Modelica.Mechanics.MultiBody.Examples.Elementary.ForceAndTorque\n",
      "Modelica.Mechanics.Rotational.Examples.HeatLosses\n",
      "Modelica.Fluid.Examples.AST_BatchPlant.BatchPlant_StandardWater\n"
     ]
    }
   ],
   "execution_count": 13
  },
  {
   "cell_type": "markdown",
   "id": "aaa7a3d96bcf903e",
   "metadata": {},
   "source": [
    "### 2.3 分析模型库求解速度的对比"
   ]
  },
  {
   "cell_type": "code",
   "id": "3817356d0b2561be",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:18.221895Z",
     "start_time": "2024-05-15T05:01:18.207494Z"
    }
   },
   "source": [
    "# 获得参数数量大于6的模型\n",
    "param_num_threshold = 6\n",
    "param_num_models = [model for model in zq_results if model.param_num > param_num_threshold]\n",
    "print(\"参数数量大于6的模型数量：\", len(param_num_models))\n",
    "for i in range(len(param_num_models)):\n",
    "    print(param_num_models[i].model_name, \"参数数量：\", param_num_models[i].param_num)"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数数量大于6的模型数量： 20\n",
      "Modelica.Fluid.Examples.HeatingSystem 参数数量： 10\n",
      "Modelica.Mechanics.MultiBody.Examples.Elementary.PointGravityWithPointMasses 参数数量： 24\n",
      "Modelica.Mechanics.Rotational.Examples.CoupledClutches 参数数量： 8\n",
      "Modelica.Mechanics.MultiBody.Examples.Elementary.RollingWheel 参数数量： 8\n",
      "Modelica.Mechanics.MultiBody.Examples.Elementary.FreeBody 参数数量： 12\n",
      "Modelica.Mechanics.MultiBody.Examples.Constraints.SphericalConstraint 参数数量： 12\n",
      "Modelica.Mechanics.MultiBody.Examples.Constraints.PrismaticConstraint 参数数量： 8\n",
      "Modelica.Mechanics.MultiBody.Examples.Elementary.RollingWheelSetDriving 参数数量： 7\n",
      "Modelica.Magnetic.FluxTubes.Examples.Hysteresis.ThreePhaseTransformerWithRectifier 参数数量： 23\n",
      "Modelica.Mechanics.Translational.Examples.InitialConditions 参数数量： 8\n",
      "Modelica.Mechanics.MultiBody.Examples.Elementary.HeatLosses 参数数量： 37\n",
      "Modelica.Mechanics.MultiBody.Examples.Elementary.ThreeSprings 参数数量： 12\n",
      "Modelica.Mechanics.MultiBody.Examples.Constraints.UniversalConstraint 参数数量： 8\n",
      "Modelica.Mechanics.MultiBody.Examples.Elementary.SpringDamperSystem 参数数量： 14\n",
      "Modelica.Mechanics.MultiBody.Examples.Rotational3DEffects.BevelGear1D 参数数量： 8\n",
      "Modelica.Mechanics.Rotational.Examples.GenerationOfFMUs 参数数量： 10\n",
      "Modelica.Mechanics.Rotational.Examples.HeatLosses 参数数量： 12\n",
      "Modelica.Mechanics.MultiBody.Examples.Elementary.SpringWithMass 参数数量： 12\n",
      "Modelica.Mechanics.MultiBody.Examples.Rotational3DEffects.MovingActuatedDrive 参数数量： 8\n",
      "Modelica.Fluid.Examples.AST_BatchPlant.BatchPlant_StandardWater 参数数量： 34\n"
     ]
    }
   ],
   "execution_count": 14
  },
  {
   "cell_type": "markdown",
   "id": "4d715cc835d3b0c7",
   "metadata": {},
   "source": [
    "### 2.3.1 分析param_num_models中的模型求解时间，对比Dymola、ZQ和ZQ normal"
   ]
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:20.020704Z",
     "start_time": "2024-05-15T05:01:20.003523Z"
    }
   },
   "cell_type": "code",
   "source": [
    "param_num_models = [model.model_name for model in param_num_models]\n",
    "param_num_models_dymola_results = [dymola_result for dymola_result in dymola_results if\n",
    "                                   dymola_result.model_name in param_num_models]\n",
    "param_num_models_zq_results = [zq_result for zq_result in zq_results if zq_result.model_name in param_num_models]\n",
    "param_num_models_zq_n_results = [zq_n_result for zq_n_result in zq_n_results if\n",
    "                                 zq_n_result.model_name in param_num_models]\n",
    "\n",
    "# 使用 .split('.') 并取最后一部分简化模型名称\n",
    "common_models = set(param_num_models)\n",
    "common_models.intersection_update([res.model_name for res in param_num_models_dymola_results])\n",
    "common_models.intersection_update([res.model_name for res in param_num_models_zq_results])\n",
    "common_models.intersection_update([res.model_name for res in param_num_models_zq_n_results])\n",
    "\n",
    "param_num_models_dymola_results = [res for res in param_num_models_dymola_results if res.model_name in common_models]\n",
    "param_num_models_zq_results = [res for res in param_num_models_zq_results if res.model_name in common_models]\n",
    "param_num_models_zq_n_results = [res for res in param_num_models_zq_n_results if res.model_name in common_models]"
   ],
   "id": "a222b902b5413824",
   "outputs": [],
   "execution_count": 15
  },
  {
   "cell_type": "code",
   "id": "905a9aa829b44a9b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:21.062620Z",
     "start_time": "2024-05-15T05:01:20.852130Z"
    }
   },
   "source": [
    "param_num_models_dymola_times = [res.cpu_time_integration for res in param_num_models_dymola_results]\n",
    "param_num_models_zq_times = [res.time_jmi_ode_cvode_solve for res in param_num_models_zq_results]\n",
    "param_num_models_zq_n_times = [res.time_jmi_ode_cvode_solve for res in param_num_models_zq_n_results]\n",
    "\n",
    "# 获取简化的模型名称\n",
    "model_names = [res.model_name.split('.')[-2] + \".\" + res.model_name.split('.')[-1] for res in\n",
    "               param_num_models_dymola_results]  # 只显示最后一部分\n",
    "\n",
    "# 绘制折线图\n",
    "plt.figure(figsize=(10, 5))  # 调整图形大小以更好地展示数据\n",
    "plt.plot(model_names, param_num_models_dymola_times, label=\"Dymola\")\n",
    "plt.plot(model_names, param_num_models_zq_times, label=\"ZQ\")\n",
    "plt.plot(model_names, param_num_models_zq_n_times, label=\"ZQ normal\")\n",
    "plt.xlabel(\"模型名称（简化）\")\n",
    "plt.ylabel(\"求解时间(s)\")\n",
    "# plt.yscale('log')  # 设置y轴为对数刻度\n",
    "plt.title(\"Modelica标准库模型求解时间对比-参数数量大于6\")\n",
    "plt.xticks(rotation=90)  # 旋转90度以改善显示\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 16
  },
  {
   "cell_type": "code",
   "id": "1c0b8c469303afa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:22.791609Z",
     "start_time": "2024-05-15T05:01:22.609632Z"
    }
   },
   "source": [
    "zq_n_too_slow_models = [res.model_name for res in param_num_models_zq_n_results if res.time_jmi_ode_cvode_solve > 200]\n",
    "\n",
    "# 去掉zq_n_too_slow_models\n",
    "param_num_models_dymola_results = [res for res in param_num_models_dymola_results if\n",
    "                                   res.model_name not in zq_n_too_slow_models]\n",
    "param_num_models_zq_results = [res for res in param_num_models_zq_results if res.model_name not in zq_n_too_slow_models]\n",
    "param_num_models_zq_n_results = [res for res in param_num_models_zq_n_results if\n",
    "                                 res.model_name not in zq_n_too_slow_models]\n",
    "\n",
    "param_num_models_dymola_times = [res.cpu_time_integration for res in param_num_models_dymola_results]\n",
    "param_num_models_zq_times = [res.time_jmi_ode_cvode_solve for res in param_num_models_zq_results]\n",
    "param_num_models_zq_n_times = [res.time_jmi_ode_cvode_solve for res in param_num_models_zq_n_results]\n",
    "\n",
    "# 获取简化的模型名称\n",
    "model_names = [res.model_name.split('.')[-2] + \".\" + res.model_name.split('.')[-1] for res in\n",
    "               param_num_models_dymola_results]  # 只显示最后一部分\n",
    "\n",
    "# 绘制折线图\n",
    "plt.figure(figsize=(10, 5))  # 调整图形大小以更好地展示数据\n",
    "plt.plot(model_names, param_num_models_dymola_times, label=\"Dymola\")\n",
    "plt.plot(model_names, param_num_models_zq_times, label=\"ZQ\")\n",
    "plt.plot(model_names, param_num_models_zq_n_times, label=\"ZQ normal\")\n",
    "plt.xlabel(\"模型名称（简化）\")\n",
    "plt.ylabel(\"求解时间(s)\")\n",
    "# plt.yscale('log')  # 设置y轴为对数刻度\n",
    "plt.title(\"Modelica标准库模型求解时间对比-参数数量大于6\")\n",
    "plt.xticks(rotation=90)  # 旋转90度以改善显示\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 17
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "### 有些模型求解时间相差较大，下面针对这种情况进行分析\n",
    "#### 计算每个模型在三种算法中求解时间的方差，以评估时间差异的大小,分析方差最大的前5个模型，图中Y轴为对数刻度"
   ],
   "id": "3b2ddd8c1fc6fcd4"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:24.692515Z",
     "start_time": "2024-05-15T05:01:24.285015Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 计算每个模型在三种算法中求解时间的标准差，以评估时间差异的大小\n",
    "time_std = np.std([param_num_models_dymola_times, param_num_models_zq_times, param_num_models_zq_n_times], axis=0)\n",
    "\n",
    "# 找到标准差最大的前几个模型（例如前5个）\n",
    "top_diff_indices = np.argsort(-time_std)[:10]\n",
    "top_diff_model_names = [model_names[i] for i in top_diff_indices]\n",
    "\n",
    "# 打印模型名称\n",
    "print(\"方差最大的前10个模型：\")\n",
    "for i in range(len(top_diff_model_names)):\n",
    "    print(top_diff_model_names[i])\n",
    "\n",
    "# 获取对应模型的时间数据\n",
    "top_dymola_times = [param_num_models_dymola_times[i] for i in top_diff_indices]\n",
    "top_zq_times = [param_num_models_zq_times[i] for i in top_diff_indices]\n",
    "top_zq_n_times = [param_num_models_zq_n_times[i] for i in top_diff_indices]\n",
    "\n",
    "# 绘制对比图\n",
    "plt.figure(figsize=(10, 5))\n",
    "x = np.arange(len(top_diff_model_names))\n",
    "width = 0.2\n",
    "\n",
    "plt.bar(x - width, top_dymola_times, width, label='Dymola')\n",
    "plt.bar(x, top_zq_times, width, label='ZQ')\n",
    "plt.bar(x + width, top_zq_n_times, width, label='ZQ normal')\n",
    "\n",
    "plt.xlabel('模型名称（简化）')\n",
    "plt.ylabel('求解时间(s)')\n",
    "# 对数轴\n",
    "plt.yscale('log')\n",
    "plt.title('不同算法求解时间最大差异模型对比')\n",
    "plt.xticks(x, top_diff_model_names, rotation=45)\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "cdba0f39b9c682a0",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "方差最大的前10个模型：\n",
      "Examples.HeatLosses\n",
      "Elementary.SpringWithMass\n",
      "Elementary.RollingWheel\n",
      "Examples.HeatingSystem\n",
      "Examples.CoupledClutches\n",
      "Constraints.SphericalConstraint\n",
      "Elementary.SpringDamperSystem\n",
      "Examples.GenerationOfFMUs\n",
      "Elementary.FreeBody\n",
      "Constraints.PrismaticConstraint\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 18
  },
  {
   "cell_type": "markdown",
   "id": "450a3c1d4a93be9d",
   "metadata": {},
   "source": [
    "#### 模型Modelica.Mechanics.Rotational.Examples.HeatLosses的求解时间和其他的相差比较大，下面分别绘制折线图"
   ]
  },
  {
   "cell_type": "code",
   "id": "b9f9ec25f3d62105",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:29.442313Z",
     "start_time": "2024-05-15T05:01:29.267234Z"
    }
   },
   "source": [
    "# top_diff_indices去掉Modelica.Mechanics.Rotational.Examples.HeatLosses\n",
    "top_diff_indices_2 = np.delete(top_diff_indices, np.where(np.array(top_diff_model_names) == \"Examples.HeatLosses\"))\n",
    "top_diff_model_names_2 = [model_names[i] for i in top_diff_indices_2]\n",
    "# 获取对应模型的时间数据\n",
    "top_dymola_times = [param_num_models_dymola_times[i] for i in top_diff_indices_2]\n",
    "top_zq_times = [param_num_models_zq_times[i] for i in top_diff_indices_2]\n",
    "top_zq_n_times = [param_num_models_zq_n_times[i] for i in top_diff_indices_2]\n",
    "\n",
    "# 绘制对比图\n",
    "plt.figure(figsize=(10, 5))\n",
    "x = np.arange(len(top_diff_indices_2))\n",
    "width = 0.2\n",
    "\n",
    "plt.bar(x - width, top_dymola_times, width, label='Dymola')\n",
    "plt.bar(x, top_zq_times, width, label='ZQ')\n",
    "plt.bar(x + width, top_zq_n_times, width, label='ZQ normal')\n",
    "\n",
    "plt.xlabel('模型名称（简化）')\n",
    "plt.ylabel('求解时间(s)')\n",
    "# 对数轴\n",
    "# plt.yscale('log')\n",
    "plt.title('不同算法求解时间最大差异模型对比')\n",
    "plt.xticks(x, top_diff_model_names_2, rotation=45)\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 19
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:01:32.391021Z",
     "start_time": "2024-05-15T05:01:32.380194Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 定义筛选条件并创建列表来存储结果\n",
    "zq_n_slower_than_dymola = []\n",
    "zq_n_slower_than_zq = []\n",
    "\n",
    "# 遍历结果，比较求解时间\n",
    "for i, model_name in enumerate(model_names):\n",
    "    time_dymola = param_num_models_dymola_times[i]\n",
    "    time_zq = param_num_models_zq_times[i]\n",
    "    time_zq_n = param_num_models_zq_n_times[i]\n",
    "\n",
    "    if time_zq_n > time_dymola:\n",
    "        zq_n_slower_than_dymola.append((model_name, time_dymola, time_zq_n))\n",
    "    \n",
    "    if time_zq_n > time_zq:\n",
    "        zq_n_slower_than_zq.append((model_name, time_zq, time_zq_n))"
   ],
   "id": "6d22a8ef5cf1adc1",
   "outputs": [],
   "execution_count": 20
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:07:08.672984Z",
     "start_time": "2024-05-15T05:07:08.343500Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def plot_three_way_comparison(data, title):\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    model_names = [x[0] for x in data]\n",
    "    times_dymola = [x[1] for x in data]\n",
    "    times_zq = [x[2] for x in data]\n",
    "    times_zq_n = [x[3] for x in data]\n",
    "\n",
    "    x = range(len(model_names))\n",
    "    width = 0.25\n",
    "\n",
    "    plt.bar(x, times_dymola, width=width, label=\"Dymola\", align='center')\n",
    "    plt.bar([p + width for p in x], times_zq, width=width, label=\"ZQ\", align='center')\n",
    "    plt.bar([p + width*2 for p in x], times_zq_n, width=width, label=\"ZQ Normal\", align='center')\n",
    "\n",
    "    plt.xlabel(\"模型名称\")\n",
    "    plt.ylabel(\"求解时间(s)\")\n",
    "    plt.title(title)\n",
    "    plt.xticks([p + width for p in x], model_names, rotation=90)\n",
    "    plt.legend()\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "# 修改数据结构以包括三个时间\n",
    "zq_n_slower_than_dymola_extended = []\n",
    "zq_n_slower_than_zq_extended = []\n",
    "\n",
    "# 遍历结果，比较求解时间\n",
    "for i, model_name in enumerate(model_names):\n",
    "    time_dymola = param_num_models_dymola_times[i]\n",
    "    time_zq = param_num_models_zq_times[i]\n",
    "    time_zq_n = param_num_models_zq_n_times[i]\n",
    "\n",
    "    if time_zq_n > time_dymola:\n",
    "        zq_n_slower_than_dymola_extended.append((model_name, time_dymola, time_zq, time_zq_n))\n",
    "    \n",
    "    if time_zq_n > time_zq:\n",
    "        zq_n_slower_than_zq_extended.append((model_name, time_dymola, time_zq, time_zq_n))\n",
    "\n",
    "# 使用修改后的数据进行可视化\n",
    "plot_three_way_comparison(zq_n_slower_than_dymola_extended, \"ZQ Normal 计算时间比 Dymola 慢的模型比较\")\n",
    "plot_three_way_comparison(zq_n_slower_than_zq_extended, \"ZQ Normal 计算时间比 ZQ 慢的模型比较\")\n"
   ],
   "id": "d5ea8141a76c578",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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NnP/ebh4rV66ckZycbO//7LPPGv369XM479NPP22MHDnS4Ro7d+40/v77b/u2YsUKo0iRIvbXjBw50uFnVbp0afs5/q1YsWKGj4+P4ezsbIwdO/au93lTRESEIem25zUMw3jxxRcNScbZs2eNU6dOGS4uLsaAAQPsx69cuWLkzp3bGDRokEMeV1dX4/jx4/a2cePGGZKMWrVqOZz/scceM/z9/e379/L+vdW/33uzZs0yJBmhoaGp3t/evXsNb29v49q1a4Yk48iRI8a2bduMYsWKGYbxz8/rpiJFitjfH+XKlTPWrVtnGIZh5M2b15g7d67DuSUZ33zzjWEYhlG/fn2jVq1aRkJCgv348OHDjQoVKtj3W7VqZeTMmdPw8/MznnzySePy5ctGnTp1DBcXF8NqtabYcuTIkeL+X331VaNw4cL269zMHx4ebu+TmJho2Gw2Izk52Xjuuecc/pz37t3bqFOnTqrfq8DAQCNPnjyGs7Oz8cILLxiXL19O0Wfw4MH2z6PAwED7n7uPP/7YcHNzM5YvX26cPn3a3v/33383Ro8ebTz99NNGq1atUr0uACB7Y/oeAAC3+OGHH/TBBx9owIABqY7aSUpKStOaTDf73FznKC2mTZumnDlzqkePHjIMI9U+33zzjQoWLJhiEXUfHx+1bNlS27dvtz8R7KZ27dqleq6bC4JLN6YmlS5dWrlz51bDhg3t7TdHX/z111/2tjx58ujy5cvauHGjpk6dqhEjRsjZ2TnV6WyZZcaMGSpTpswdt9stBN2sWTP7U/FuXdB+8ODB2r9/v5YtW5buPNWrV9cjjzxi324dZXQvrFarQkND9fbbb/+n8/zbzTWMcuTIoUKFCqlFixb64osv7NMGV65cqcuXL6tXr14OrytbtqyKFStm37+5dtq/R8o9/vjjDu+de3n/3ipPnjyKiIjQ8uXL9f777+vrr7+WpNu+98qXL3/HJ+ClR/fu3R2eZniruXPn6uDBgw7fp8TERPv0vd9++02hoaFq0qSJOnXqpIIFC+qtt96SJE2aNCnV6aa//vqrwzXefPNNTZs2TZ988onD2lX/NnHiRDk7O8tqtWrt2rVq1KhRmu/x6tWrCgkJ0YoVK1Jdm+3XX3/V/PnzZbFYNH/+fI0dO1YWi0WlSpXS8uXLNXHiRPuoOOnGn8stW7bo22+/1dy5c9OcAwCQfVCUAgDg/8XGxqpLly567LHH9OGHH6bax8/PT+fOndPff/99x3MdPXpUXl5eypMnT5qv7+Pjo6lTp2rbtm23XRvm9OnT8vPzS/VY4cKFZbPZdOnSJYf2IkWKpNr/5ro4N7m5uaXI6+HhIenGAu83vfPOO8qbN6969epln6JotVpTrH+Umfr06ZNinZx/b7crTuTOndteuCpatKi9vXz58mrUqJHGjx+f7jzbtm3T6dOn7duSJUvu+d4kqV+/fqpdu/Z/Okdq9u7dq0KFCtnfC7169dK5c+fs09oWLFig2rVrp5juldp7R1Kq75/ExET7/r28f2/666+/9Mwzz6h06dL68MMPFR4ebp8Cd6f33r/f/7ly5VLu3LlVsGBBFS1aVAUKFFDBggVVsGBBJSUl6cknn7RPVb25ZpkkjRs3zl68PHjwoMM5/fz8NGfOHM2fP1+zZs2SdGNB8pvT9wYNGqQePXooV65ccnJy0uLFi+1PTRwwYIBDsevmdnPq3k1t27bVnDlz1KZNG3vbzUXQZ86cqfDwcEk31pILCwtTaGioIiIibluUTk2dOnVSXeT9pm+++UZ///23/v77b3Xo0EFvvvmm/v77bzVu3FjNmzdX7969NWfOHMXFxSkmJkbLli2zL4j+7/cMAAASa0oBAGDXr18/nT59Wjt37rT/I/vfmjZtqo0bN2rx4sWprgMjSYcPH9bvv/+u9u3bp/tJd+3atVP79u01bNgwNW/ePMXr8+bNq8jIyFRfe+rUKbm6uqYoDDg53b//g/ruu+/03nvv6aOPPtIbb7xhb/+vRZf/KiQk5K5r6dyLvn37ql+/foqMjEzXE+ry5cvn8MSxe12QPCN9//33OnLkiMPP8eaC2YsXL9bjjz+uTZs23fYJdffiXt6/N7355psKDw/XoUOHVLx4cUnSmjVrtHTp0nRlqFSpkr2Akx6FChVyWCfs31q2bKkBAwbYRzHFx8fL3d1dycnJunTpkoYNG2YfHXWz2FuwYEHNnz9fXbt21YEDB1SjRg37ouOHDx9W48aN7ed/8sknVbFixVQX7J89e7bq1KmjgIAAeXh4qGrVqvZjaVnXLq1uHT2VI0cOWa1Wh2LTiy++qHfeeUfDhg2Ti4uL8ubNa1+/CwCA1DBSCgAASV988YUWLVqk8ePHq0KFCrft98orr8jX11fDhw/X77//nuJ4TEyMunTpIldXVw0fPvyeskydOlW5cuVSz549UxTHmjRpolOnTqVY1Ds6Olpff/21GjdufNuC2v1w8x/zt07x+/nnn3X+/Pn7cv6YmJh0n6tLly7atGmTVqxYoapVqyoqKirF9txzz2nq1KmaPn268ubNm+Zzt2zZUkeOHElXQUq6sTD7raNebreA+3+xefNm9ejRI11PFbwpPDxcXbt2lb+/v8P71MnJST179tSqVav06aef3peph7f6L+/f8PBwFS9e3F6QkqRvv/32nnJ06dJFHh4eslqt9lFSN7dHHnlEFotF+/fvT/d5Q0JC1K1bN0k3psK5u7vL2dlZ27ZtU/78+R36FixYUF988YUCAwNlsVhUrlw5xcXF2d8zpUuX1okTJ2SxWOyjx+rVq6fcuXOn2BISEtSuXbtUj23btu2evkc3XblyRS1atNC+ffv0zTffaObMmRo5cqR+/vlnLViwQCVLltSAAQMk3RgxN3XqVE2bNk1TpkzRlClT7jjVEAAARkoBALK9qKgo9e3bV/7+/ipTpozWr1+fok+ePHlUvXp15cqVS998842aNWummjVrqkePHqpbt65cXV0VHh6uWbNm6fz581q4cOFt1zC6m3z58mn69OmpjjB444039MUXX6hTp072p6SdPn1akyZNkouLiyZOnHhP10yrm4+G79+/v1577TX99ddfmj179n0ZCbRs2TINGjRIc+bMUZMmTe7av27dutqyZUuK9tuNTrs5rapv376SpI0bN0qSLl++rEOHDklKuTaRs7Nzqk91u5u1a9cqICDAoc3V1TVNr01KStLSpUs1bdo0bd++/bb9/vzzT82bN0/Tpk274/mOHj2q9evXKykpSWfPnlVoaKhWrFihMmXKaOXKlSlGJvXo0UOjRo3SxIkT1bNnT/sUtPvhv7x/q1atqgULFmjYsGF64okntGHDhhRPgEurhQsX6u2331aDBg00YsQI9enTR5K0Z88etWvXTl27dk0xZTG9rly5Yh8R5eXlleL4sWPHZLPZJEkXL15UzZo1VaFCBR04cEAbNmxweFLdzRFK3333ncN0yJuKFi2qOXPmOIysuim1a9+0detWjRs37o5TVM+cOaNvv/1WnTt31pAhQ/Too48qICBArq6uql69ugYOHOjwvcqRI4dcXFyUnJysc+fO3fa8AABIFKUAANDgwYPt66Tcuvj3rerUqaPNmzdLkipWrKi9e/dq8uTJ+uqrrzRv3jwlJyfL399fV69eVa5cudK1wHlq2rRpow4dOqSYmuTp6amffvpJo0aN0rJlyzR58mTlyZNHjRs31pgxY1IUQu63+vXr6+OPP9akSZPUpUsXValSRYsWLVKrVq3u6Xw3pyq9+OKL2r17t4YOHap69eql6bWbNm2yLwh/6dIl1axZUx07dlRQUFCKvk8++aR69OjhsBC1s7OzFi1apLVr12rt2rVpuqbNZrvjlEyLxaICBQqoZMmSKlGiRJrPY7PZdPnyZU2ePFmTJ0/W6dOn7YuB3+56ERERKlq06F1Hxi1evFiLFy+Ws7Oz8uTJoypVqmjGjBnq1KlTqqNYChUqpOeee05fffVVigXO/6v/8v796KOPlJCQoBkzZkiSXnrpJX300Ud67rnn7inLY489pi1btqhjx45asGCBSpQooe+//14fffSROnTokKJ/9+7d1b179zSf/9SpU6pUqdJtj98sWO3YsUOBgYGqVq2aVq1apX79+qlu3bqaOnWqWrVq5fDzv1OBydPTU/ny5btjJpvNpuTkZH355ZeaMGGCduzYoTp16sjHx+eO7zNJqlatmk6ePGlv79atm4oWLapnnnlGkvT3339r9OjRmjJlil5//XVZLBYFBgZqxYoVevfdd+84AhUAkI2Z/fg/AAAeJpGRkUatWrUMSUanTp2Mixcvmh0pS3vjjTcMSUbNmjWNAwcOpDg+ePBg49FHH73t6yMjI41p06YZ/v7+RoUKFYyYmJhU+1WtWtWYPn16ivbAwEDjxRdftO9v3LjRyJkzp30/IiLC2Llzp7Fv3z5j69atRr58+Yxx48Y5nOPpp582Ro4cecf7jI2NNXbu3Gns2bPH+OWXX4yqVasaL7zwgmEYhnH8+HEjR44chiQjT548xsiRI40zZ844ZG/UqJGxb98+4+DBg8bBgweNzZs3G8WKFbOf434rV66cUadOnQw5txmuXbtmSDKOHDliXLx40di2bZsxffp0o1OnTkaRIkWMSpUqGTVq1DAeeeQRo1WrVsaIESOMRYsWGbt37zYMwzDy5s1rjBs3zv79P3jwoCHJ+OabbwzDMIw1a9YYrVu3Nj7//HPj119/NWbNmmU4OTkZs2fPdsgRGBhoDB8+3Dh9+rQxZcoUo06dOoazs7Px2muvGYmJifZ+H3zwgWG1Wo0yZcoY//vf/4yvv/7akHTP2wsvvGAkJiYa5cqVMyQZrq6uRrdu3Yzw8HD7NQcPHmwUKlTI2Llzp/0ef/31V6Np06aGj4+PkZycnOq9nDx50nj99dcNT09Pw8fHx1i1apW9z9dff20EBAQYkozGjRsb169fv98/WgDAA46RUgAA3EdFixbV5s2bNWPGDEVHR2vFihXq0aPHfVto+GHTpUsXFS5cWK+//vo9Lcg+ceJELVq0SN27d1dQUJD9aWxp9eGHH9pHW0k31sq6dY2mH374QYGBgbLZbHJyclK1atXUo0ePdOe8cuWKatSoIcMw5OTkpLJly+qdd96RdGNqaJkyZdS0aVO98847KaYLDh8+XL1793aYDurk5KTy5cvr3XffTXeWu1m/fr3279+vVatW3fdzZwWvvfaafvzxR9WoUUNPPfWU3n33XfsIraioKH3//ffavn27vvvuOw0YMEAVK1aUdOeFzv38/LRq1Sr798zV1VUvvviiAgMDU+1/6dIlvfvuu2rVqpWmT5+eYqrgW2+9pTZt2ig4OFh//vmnRo0aZR+xdC9y5swpFxcXVa1aVQEBAZo2bVqKddJ69eqlNWvW2N+nNxUpUkTTp0+/7Z9PDw8Pbd++XWPHjtXLL78sd3d3+7EWLVqoadOmmj9/vgoWLJjmKawAgOzDYtz6tw4AAMAD5Pr163J2ds7wot/NX5fS+zTFf7u5htC//4GflJT0n6d8/ldff/21zp07p5EjR6pUqVIKDQ39z/ebFRmGke77On36tLy8vOxT7m533vj4eCUkJKRpCu+95PivssL7DACAW1GUAgAAgJ5//nmFhYXZn1T47wXQAQAA7jeKUgAAAAAAAMh06V+8AQAAAAAAAPiPKEoBAAAAAAAg01GUAgAAAAAAQKbj8Rv/YrPZdOrUKeXOnfuhfOIMAAAAAABARjIMQ5cvX1bhwoVTPHX4VhSl/uXUqVPy9fU1OwYAAAAAAMADLTIyUkWLFr3tcYpS/5I7d25JN75xnp6eJqcBAAAAAAB4sMTGxsrX19deY7kdilL/cnPKnqenJ0UpAAAAAACAe3S3ZZFY6BwAAAAAAACZjqIUAAAAAAAAMh1FKQAAAAAAAGS6LLGmlGEYGjNmjGbOnKmYmBg1btxYs2bNko+PT6r9L1++rKCgIF29elWzZ89OtU9SUpLKlSun5ORkHT16NCPjAwAAAACA/2cYhpKSkpScnGx2FGQQZ2dnubi43HXNqLvJEkWp4OBghYSEaN68ecqbN6969uypwMBArV271qFfXFycPvzwQ02fPl2xsbHq0qXLbc85e/ZsHT58WI8++mhGxwcAAAAAAJKuX7+u06dP6+rVq2ZHQQbz8PBQoUKFlCNHjns+h+lFKZvNpuDgYAUFBalFixaSpIkTJ6pp06aKiIhQQECAve+JEye0bt06zZw5UyEhIbc957lz5zRy5Ei1atVK4eHhGX4PAAAAAABkdzabTREREXJ2dlbhwoWVI0eO/zySBlmPYRi6fv26oqOjFRERoZIlS8rJ6d5WhzK9KBUeHq7z58+radOm9rY6derIyclJO3bscChKlS1bVrt27ZKkOxalBgwYoI4dO8rb25uiFAAAAAAAmeD69euy2Wzy9fWVh4eH2XGQgdzd3eXq6qoTJ07o+vXrcnNzu6fzmF6UOnbsmCQ5FJ/c3d3l4+OjqKgoh75pqbAuWrRIP/30k/bv36+JEyfetX9CQoISEhLs+7GxsWmNDgAAAAAA/uVeR83gwXI/fs6mF6Xi4uLk5OQkq9Xq0O7h4eFQLEqLI0eOaMCAAVqxYoU8PT3T9Jrx48dr9OjR6boO8KArP7+82RGyjPBARlMCAAAAgBlML19arVbZbDYlJSU5tMfHx6druN/ly5f1/PPPq3///mrQoEGaXzds2DDFxMTYt8jIyDS/FgAAAAAAIKNs3rxZFoslxUyyh4XpRakiRYpIksM3OCEhQdHR0SpevHiaz7Ny5UodPHhQwcHBcnNzk5ubm9577z0dO3ZMbm5uWrhwYaqvs1qt8vT0dNgAAAAAAED20a1bN1ksFlksFrm6uqpYsWLq0aOHDh06ZHa0h5rpRakqVarI3d1dGzdutLdt2bJFFotFtWvXTvN5WrVqpYMHD2r37t32rU+fPvL19dXu3bvVsmXLjIgPAAAAAAAeAjVr1tSRI0cUHh6uGTNmKCEhQVWqVNGXX35pdrSHlulrSrm7u6tv374aMWKE/Pz8lCtXLg0cOFC9e/eWt7e3mjRpol69eqlNmzZ3PI+Xl5e8vLwc2vLlyydXV1eVKVMmI28BAAAAAADcgf/QNZl6vePvP5fu17i7u6tEiRKSpDJlyqhp06aaOnWqOnXqpIoVK9qP4f4xfaSUJI0bN06tW7dW+/bt1aJFCzVq1EgTJkxQYmKiDh48qFOnTpkdEQAAAAAAZDP9+vVT6dKlNWDAAFksFv3www8Oxxs1aqTAwEBJksVi0bRp09S+fXt5eHioQoUK2r17tzZt2qRy5copV65ceu6553T+/Hn76y9fvqx+/fqpUKFCypEjh8qVK6clS5bcNs/x48fVoUMHFSpUSF5eXmrVqpWio6Mz5uYzQZYoSlmtVk2bNk0xMTG6ePGiQkJCZLVaZbVadeLECfXv3z/FazZv3qxPP/30jucdNWqUjh49mlGxAQAAAADAQ65evXo6f/68SpYsqVWrVtnbz58/r82bN6tLly72tvfff1+tWrXS999/L5vNppdeekmDBg3SlClT9Pnnn+unn37S2LFjJUmGYah58+Zav369pk+frh07dqh169bq3Lmzvv/++1SzbN++XX5+flq2bJlWr16tXbt2acSIERn7DchApk/fAwAAAAAAyKq8vb0VGxurTp06af78+froo48kSatWrVL+/PlVv359e98XXnhBHTt2lCQNGTJE3bp104oVK1SvXj1JUps2bbR9+3ZJNwbbbN26Vb/88ouqVq0q6ca62wcOHNDYsWPVsGHDFFk6dOigDh06OOzfroD1IMgSI6UAAAAAAACyojNnzih//vzq3LmzIiIitGfPHknS8uXL1alTJzk5/VNaqVixov1rX19fSTcKTTcVLlxYFy5ckCT98ssveuSRR+wFqZtq166t/fv3p5rlypUr+vDDD9WkSRMVL15ckydP1qVLl+7LfZqBohQAAAAAAEAqbDabNmzYoHr16unRRx/Vk08+qZUrV+rChQsKCwtT586dHfq7uPwzIe1mscrV1dXe5uzsLMMwJN1YyujWgtatrl+/nmr7c889p9WrV2vAgAEKDQ1VUFDQf7o/szF9DwAAAAAAIBVjx47VxYsX1a9fP0lS586dNXPmTPn6+qpcuXKqUKHCPZ+7QoUKunDhgnbv3q1KlSrZ27dt26Zq1aql6H/x4kVt2bJF69ev17PPPitJOnTo0D1fPyugKAUAAAAAALK9a9eu6ejRo0pKStKxY8c0d+5cfffdd1q1apUKFCggSXrxxRf1+uuva9q0aQ4LnN+LunXrqm7dumrXrp0mTJggPz8/rV69Wt98802q60Tlzp1bHh4eWrBggQoVKqTQ0FBt2rRJOXPm/E85zMT0PQAAAAAAkO399NNPKlmypCpUqKD+/fsrX7582rNnjxo0aGDvky9fPjVu3Fh79uxxWHD8Xn355ZeqVauWevTooSeffFLr16/XmjVrVLt27RR9XV1dNW/ePP3444966qmntHfvXvXp0+c/ZzCTxbg5mRGSpNjYWHl5eSkmJkaenp5mxwEyRPn55c2OkGWEB4abHQEAAAB4KMTHxysiIkIBAQFyc3MzO06G6du3r/78809t2LDB7CimutPPO621FUZKAQAAAAAApMG1a9f0xRdfqHv37mZHeSiwphQAAAAAAMAdXL16VXv27NGcOXOUP39+tWvXzuxIDwWKUgAAAAAAAHdw8eJFNWzYUGXLltXq1avl4kI55X7guwgAAAAAAHAHRYsW1ZUrV8yO8dBhTSkAAAAAAABkOopSAAAAAAAAyHQUpQAAAAAAAJDpKEoBAAAAAAAg01GUAgAAAAAAQKajKAUAAAAAAIBMR1EKAAAAAAAAmY6iFAAAAAAAADKdi9kBAAAAAADAQ26UVyZfLybNXTdv3qx69erd9nhoaKjq1aunI0eO6L333tP333+v6OhoFSxYUC1bttTIkSPl4+NzP1JnO1lipJRhGBo9erQKFy6snDlzqnXr1oqOjr5t/8uXL2vgwIF65ZVXHNptNpvee+89FStWTB4eHqpUqZJWrlyZ0fEBAAAAAMADqkaNGjpy5IjDtnPnTuXKlUsvvvii6tWrp+3bt6tq1aqKjo7W3LlztXv3bk2ZMkW//PKLatSoodOnT5t9Gw+kLFGUCg4OVkhIiGbOnKmNGzfqjz/+UGBgYIp+cXFxGjFihIoXL64ZM2bIMAyH42vWrNGGDRs0c+ZM/fTTT6pfv77atWunHTt2ZNatAAAAAACAB4i7u7tKlCjhsE2fPl1Wq1UhISFKTExUhw4d1KxZM61Zs0aNGzdW2bJl1bJlS23ZskUeHh7q16+f2bfxQDJ9+p7NZlNwcLCCgoLUokULSdLEiRPVtGlTRUREKCAgwN73xIkTWrdunWbOnKmQkJAU53riiScUGhoqF5cbt1WpUiV9++23+uqrr/Tkk09mzg0BAAAAAIAHVlhYmObOnauFCxcqf/78Wr16tSIjI/Xjjz/KYrE49LVarRoxYoReeuklnT59WoUKFTIp9YPJ9JFS4eHhOn/+vJo2bWpvq1OnjpycnFKMcCpbtqx27dqlNm3apHquQoUK2QtSN7m5uSk5Ofn+BwcAAAAAAA+V+Ph49erVS02bNlXnzp0lSTt27FDZsmVVpEiRVF/z5JNPyjAM/frrr5kZ9aFg+kipY8eOSZLDiCh3d3f5+PgoKirKoe+/K5J38/PPPys8PFwffvjhbfskJCQoISHBvh8bG5uua+ABktkL62VlAX5mJwAAAACALGf06NE6c+aMNm3aZG+7cOGCHnnkkdu+5uboqJiYtC+ujhtMHykVFxcnJycnWa1Wh3YPDw+HYlF6/fzzz2rZsqXatWunJk2a3Lbf+PHj5eXlZd98fX3v+ZoAAAAAAODBtHfvXk2YMEHjx4+Xn98//5GfO3fuFINmbnVzkfM8efJkeMaHjelFKav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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 25
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T05:15:17.208958Z",
     "start_time": "2024-05-15T05:15:17.194597Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import pandas as pd\n",
    "\n",
    "# 假设 zq_n_slower_than_dymola_extended 和 zq_n_slower_than_zq_extended 已经定义\n",
    "# 我们先将这两个列表转换为 DataFrame\n",
    "df_dymola = pd.DataFrame(zq_n_slower_than_dymola_extended, columns=[\"模型名称\", \"Dymola 时间 (s)\", \"ZQ 时间 (s)\", \"ZQ Normal 时间 (s)\"])\n",
    "df_zq = pd.DataFrame(zq_n_slower_than_zq_extended, columns=[\"模型名称\", \"Dymola 时间 (s)\", \"ZQ 时间 (s)\", \"ZQ Normal 时间 (s)\"])\n",
    "\n",
    "# 合并两个 DataFrame\n",
    "df_merged = pd.concat([df_dymola, df_zq]).drop_duplicates(subset=['模型名称']).reset_index(drop=True)\n",
    "\n",
    "# 使用 style 来美化显示\n",
    "def highlight_col(x):\n",
    "    return ['background-color: yellow' if v == x.max() else '' for v in x]\n",
    "\n",
    "# 假设 dymola_results, zq_results, zq_n_results 是包含完整模型名称的数据结构\n",
    "# 创建简化名称到完整名称的映射\n",
    "name_mapping = {}\n",
    "for results in [dymola_results, zq_results, zq_n_results]:\n",
    "    for result in results:\n",
    "        simplified_name = result.model_name.split('.')[-2] + \".\" + result.model_name.split('.')[-1]\n",
    "        name_mapping[simplified_name] = result.model_name\n",
    "\n",
    "# 现在，我们将简化的模型名称转换为完整名称\n",
    "df_merged['模型名称'] = df_merged['模型名称'].map(name_mapping)\n",
    "\n",
    "# 显示更新后的 DataFrame\n",
    "styled_df = df_merged.style.apply(highlight_col, subset=[\"Dymola 时间 (s)\", \"ZQ 时间 (s)\", \"ZQ Normal 时间 (s)\"], axis=1)\n",
    "styled_df = styled_df.set_properties(**{'text-align': 'center'})\n",
    "styled_df.set_table_styles([dict(selector='th', props=[('text-align', 'center')])])\n",
    "\n",
    "styled_df\n"
   ],
   "id": "3d8f6e81db6fa768",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1508b426530>"
      ],
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_d5799 th {\n",
       "  text-align: center;\n",
       "}\n",
       "#T_d5799_row0_col0, #T_d5799_row0_col1, #T_d5799_row0_col2, #T_d5799_row1_col0, #T_d5799_row1_col1, #T_d5799_row1_col3, #T_d5799_row2_col0, #T_d5799_row2_col1, #T_d5799_row2_col2, #T_d5799_row3_col0, #T_d5799_row3_col1, #T_d5799_row3_col2, #T_d5799_row4_col0, #T_d5799_row4_col2, #T_d5799_row4_col3, #T_d5799_row5_col0, #T_d5799_row5_col2, #T_d5799_row5_col3 {\n",
       "  text-align: center;\n",
       "}\n",
       "#T_d5799_row0_col3, #T_d5799_row1_col2, #T_d5799_row2_col3, #T_d5799_row3_col3, #T_d5799_row4_col1, #T_d5799_row5_col1 {\n",
       "  background-color: yellow;\n",
       "  text-align: center;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_d5799\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_d5799_level0_col0\" class=\"col_heading level0 col0\" >模型名称</th>\n",
       "      <th id=\"T_d5799_level0_col1\" class=\"col_heading level0 col1\" >Dymola 时间 (s)</th>\n",
       "      <th id=\"T_d5799_level0_col2\" class=\"col_heading level0 col2\" >ZQ 时间 (s)</th>\n",
       "      <th id=\"T_d5799_level0_col3\" class=\"col_heading level0 col3\" >ZQ Normal 时间 (s)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_d5799_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_d5799_row0_col0\" class=\"data row0 col0\" >Modelica.Fluid.Examples.HeatingSystem</td>\n",
       "      <td id=\"T_d5799_row0_col1\" class=\"data row0 col1\" >0.011000</td>\n",
       "      <td id=\"T_d5799_row0_col2\" class=\"data row0 col2\" >0.121000</td>\n",
       "      <td id=\"T_d5799_row0_col3\" class=\"data row0 col3\" >0.140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5799_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_d5799_row1_col0\" class=\"data row1 col0\" >Modelica.Mechanics.MultiBody.Examples.Constraints.PrismaticConstraint</td>\n",
       "      <td id=\"T_d5799_row1_col1\" class=\"data row1 col1\" >0.036000</td>\n",
       "      <td id=\"T_d5799_row1_col2\" class=\"data row1 col2\" >0.061000</td>\n",
       "      <td id=\"T_d5799_row1_col3\" class=\"data row1 col3\" >0.051000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5799_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_d5799_row2_col0\" class=\"data row2 col0\" >Modelica.Mechanics.MultiBody.Examples.Elementary.HeatLosses</td>\n",
       "      <td id=\"T_d5799_row2_col1\" class=\"data row2 col1\" >0.082000</td>\n",
       "      <td id=\"T_d5799_row2_col2\" class=\"data row2 col2\" >0.079000</td>\n",
       "      <td id=\"T_d5799_row2_col3\" class=\"data row2 col3\" >0.089000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5799_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_d5799_row3_col0\" class=\"data row3 col0\" >Modelica.Mechanics.MultiBody.Examples.Rotational3DEffects.MovingActuatedDrive</td>\n",
       "      <td id=\"T_d5799_row3_col1\" class=\"data row3 col1\" >0.012000</td>\n",
       "      <td id=\"T_d5799_row3_col2\" class=\"data row3 col2\" >0.027000</td>\n",
       "      <td id=\"T_d5799_row3_col3\" class=\"data row3 col3\" >0.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5799_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_d5799_row4_col0\" class=\"data row4 col0\" >Modelica.Mechanics.MultiBody.Examples.Constraints.SphericalConstraint</td>\n",
       "      <td id=\"T_d5799_row4_col1\" class=\"data row4 col1\" >0.122000</td>\n",
       "      <td id=\"T_d5799_row4_col2\" class=\"data row4 col2\" >0.058000</td>\n",
       "      <td id=\"T_d5799_row4_col3\" class=\"data row4 col3\" >0.061000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5799_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_d5799_row5_col0\" class=\"data row5 col0\" >Modelica.Mechanics.MultiBody.Examples.Elementary.SpringDamperSystem</td>\n",
       "      <td id=\"T_d5799_row5_col1\" class=\"data row5 col1\" >0.060000</td>\n",
       "      <td id=\"T_d5799_row5_col2\" class=\"data row5 col2\" >0.028000</td>\n",
       "      <td id=\"T_d5799_row5_col3\" class=\"data row5 col3\" >0.031000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 29
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "a11bdb75c57cbd4e"
  }
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